{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1e61645c",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Pathway activity inference"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4892fb12",
   "metadata": {},
   "source": [
    "scRNA-seq yield many molecular readouts that are hard to interpret by themselves. One way of summarizing this information is by infering pathway activities from prior knowledge.\n",
    "\n",
    "In this notebook we showcase how to use `decoupler` for pathway activity inference with the 3k PBMCs 10X data-set. The data consists of 3k PBMCs from a Healthy Donor and is freely available\n",
    "from 10x Genomics [here](http://cf.10xgenomics.com/samples/cell-exp/1.1.0/pbmc3k/pbmc3k_filtered_gene_bc_matrices.tar.gz)\n",
    "from this [webpage](https://support.10xgenomics.com/single-cell-gene-expression/datasets/1.1.0/pbmc3k)\n",
    "\n",
    "<div class=\"alert alert-info\">\n",
    "\n",
    "**Note**\n",
    "    \n",
    "This tutorial assumes that you already know the basics of `decoupler`. Else, check out the [Usage](https://decoupler-py.readthedocs.io/en/latest/notebooks/usage.html) tutorial first.\n",
    "\n",
    "</div>  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "725331ff",
   "metadata": {},
   "source": [
    "## Loading packages\n",
    "\n",
    "First, we need to load the relevant packages, `scanpy` to handle scRNA-seq data\n",
    "and `decoupler` to use statistical methods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "77f2e656",
   "metadata": {},
   "outputs": [],
   "source": [
    "import scanpy as sc\n",
    "import decoupler as dc\n",
    "\n",
    "# Plotting options, change to your liking\n",
    "sc.settings.set_figure_params(dpi=200, frameon=False)\n",
    "sc.set_figure_params(dpi=200)\n",
    "sc.set_figure_params(figsize=(4, 4))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee3c0fa0",
   "metadata": {},
   "source": [
    "## Loading the data\n",
    "\n",
    "We can download the data easily using `scanpy`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ae6ca256",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 2638 × 1838\n",
       "    obs: 'n_genes', 'percent_mito', 'n_counts', 'louvain'\n",
       "    var: 'n_cells'\n",
       "    uns: 'draw_graph', 'louvain', 'louvain_colors', 'neighbors', 'pca', 'rank_genes_groups'\n",
       "    obsm: 'X_pca', 'X_tsne', 'X_umap', 'X_draw_graph_fr'\n",
       "    varm: 'PCs'\n",
       "    obsp: 'distances', 'connectivities'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata = sc.datasets.pbmc3k_processed()\n",
    "adata"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "858395e0",
   "metadata": {},
   "source": [
    "We can visualize the different cell types in it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fb0ca29b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/badi/miniconda3/envs/dcp39/lib/python3.9/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
      "  cax = scatter(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 320x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 300,
       "width": 471
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(adata, color='louvain')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f03c5edd",
   "metadata": {},
   "source": [
    "## PROGENy model\n",
    "\n",
    "[PROGENy](https://saezlab.github.io/progeny/) is a comprehensive resource containing a curated collection of pathways and their target genes, with weights for each interaction.\n",
    "For this example we will use the human weights (other organisms are available) and we will use the top 500 responsive genes ranked by p-value. Here is a brief description of each pathway:\n",
    "\n",
    "- **Androgen**: involved in the growth and development of the male reproductive organs.\n",
    "- **EGFR**: regulates growth, survival, migration, apoptosis, proliferation, and differentiation in mammalian cells\n",
    "- **Estrogen**: promotes the growth and development of the female reproductive organs.\n",
    "- **Hypoxia**: promotes angiogenesis and metabolic reprogramming when O2 levels are low.\n",
    "- **JAK-STAT**: involved in immunity, cell division, cell death, and tumor formation.\n",
    "- **MAPK**: integrates external signals and promotes cell growth and proliferation.\n",
    "- **NFkB**: regulates immune response, cytokine production and cell survival.\n",
    "- **p53**: regulates cell cycle, apoptosis, DNA repair and tumor suppression.\n",
    "- **PI3K**: promotes growth and proliferation.\n",
    "- **TGFb**: involved in development, homeostasis, and repair of most tissues.\n",
    "- **TNFa**: mediates haematopoiesis, immune surveillance, tumour regression and protection from infection.\n",
    "- **Trail**: induces apoptosis.\n",
    "- **VEGF**: mediates angiogenesis, vascular permeability, and cell migration.\n",
    "- **WNT**: regulates organ morphogenesis during development and tissue repair.\n",
    "\n",
    "To access it we can use `decoupler`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "47d97d40",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>source</th>\n",
       "      <th>target</th>\n",
       "      <th>weight</th>\n",
       "      <th>p_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Androgen</td>\n",
       "      <td>TMPRSS2</td>\n",
       "      <td>11.490631</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Androgen</td>\n",
       "      <td>NKX3-1</td>\n",
       "      <td>10.622551</td>\n",
       "      <td>2.242078e-44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Androgen</td>\n",
       "      <td>MBOAT2</td>\n",
       "      <td>10.472733</td>\n",
       "      <td>4.624285e-44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Androgen</td>\n",
       "      <td>KLK2</td>\n",
       "      <td>10.176186</td>\n",
       "      <td>1.944414e-40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Androgen</td>\n",
       "      <td>SARG</td>\n",
       "      <td>11.386852</td>\n",
       "      <td>2.790209e-40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6995</th>\n",
       "      <td>p53</td>\n",
       "      <td>ZMYM4</td>\n",
       "      <td>-2.325752</td>\n",
       "      <td>1.522388e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6996</th>\n",
       "      <td>p53</td>\n",
       "      <td>CFDP1</td>\n",
       "      <td>-1.628168</td>\n",
       "      <td>1.526045e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6997</th>\n",
       "      <td>p53</td>\n",
       "      <td>VPS37D</td>\n",
       "      <td>2.309503</td>\n",
       "      <td>1.537098e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6998</th>\n",
       "      <td>p53</td>\n",
       "      <td>TEDC1</td>\n",
       "      <td>-2.274823</td>\n",
       "      <td>1.547037e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6999</th>\n",
       "      <td>p53</td>\n",
       "      <td>CCDC138</td>\n",
       "      <td>-3.205113</td>\n",
       "      <td>1.568160e-06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7000 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        source   target     weight       p_value\n",
       "0     Androgen  TMPRSS2  11.490631  0.000000e+00\n",
       "1     Androgen   NKX3-1  10.622551  2.242078e-44\n",
       "2     Androgen   MBOAT2  10.472733  4.624285e-44\n",
       "3     Androgen     KLK2  10.176186  1.944414e-40\n",
       "4     Androgen     SARG  11.386852  2.790209e-40\n",
       "...        ...      ...        ...           ...\n",
       "6995       p53    ZMYM4  -2.325752  1.522388e-06\n",
       "6996       p53    CFDP1  -1.628168  1.526045e-06\n",
       "6997       p53   VPS37D   2.309503  1.537098e-06\n",
       "6998       p53    TEDC1  -2.274823  1.547037e-06\n",
       "6999       p53  CCDC138  -3.205113  1.568160e-06\n",
       "\n",
       "[7000 rows x 4 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "progeny = dc.get_progeny(organism='human', top=500)\n",
    "progeny"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c484c2b",
   "metadata": {},
   "source": [
    "## Activity inference with multivariate linear model (MLM)\n",
    "\n",
    "To infer pathway enrichment scores we will run the multivariate linear model (`mlm`) method. For each cell in our dataset (`adata`), it fits a linear model that predicts the observed gene expression based on all pathways' Pathway-Gene interactions weights.\n",
    "Once fitted, the obtained t-values of the slopes are the scores. If it is positive, we interpret that the pathway is active and if it is negative we interpret that it is inactive.\n",
    "\n",
    "<img src=\"../mlm.png\" />\n",
    "\n",
    "To run `decoupler` methods, we need an input matrix (`mat`), an input prior knowledge\n",
    "network/resource (`net`), and the name of the columns of `net` that we want to use."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "86c1a9e4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 features of mat are empty, they will be removed.\n",
      "Running mlm on mat with 2638 samples and 13713 targets for 14 sources.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:01<00:00,  1.92s/it]\n"
     ]
    }
   ],
   "source": [
    "dc.run_mlm(\n",
    "    mat=adata,\n",
    "    net=progeny,\n",
    "    source='source',\n",
    "    target='target',\n",
    "    weight='weight',\n",
    "    verbose=True\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd4de645",
   "metadata": {},
   "source": [
    "The obtained scores (t-values)(`mlm_estimate`) and p-values (`mlm_pvals`) are stored in the `.obsm` key:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e0de35ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Androgen</th>\n",
       "      <th>EGFR</th>\n",
       "      <th>Estrogen</th>\n",
       "      <th>Hypoxia</th>\n",
       "      <th>JAK-STAT</th>\n",
       "      <th>MAPK</th>\n",
       "      <th>NFkB</th>\n",
       "      <th>PI3K</th>\n",
       "      <th>TGFb</th>\n",
       "      <th>TNFa</th>\n",
       "      <th>Trail</th>\n",
       "      <th>VEGF</th>\n",
       "      <th>WNT</th>\n",
       "      <th>p53</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AAACATACAACCAC-1</th>\n",
       "      <td>0.490808</td>\n",
       "      <td>3.429084</td>\n",
       "      <td>-1.039441</td>\n",
       "      <td>1.021548</td>\n",
       "      <td>-0.191042</td>\n",
       "      <td>-2.449631</td>\n",
       "      <td>-0.320055</td>\n",
       "      <td>-0.916049</td>\n",
       "      <td>-0.124889</td>\n",
       "      <td>2.243871</td>\n",
       "      <td>-0.675080</td>\n",
       "      <td>-1.272345</td>\n",
       "      <td>1.705514</td>\n",
       "      <td>-5.722437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACATTGAGCTAC-1</th>\n",
       "      <td>-0.466201</td>\n",
       "      <td>2.585617</td>\n",
       "      <td>-1.352572</td>\n",
       "      <td>1.552106</td>\n",
       "      <td>1.692950</td>\n",
       "      <td>-3.814194</td>\n",
       "      <td>-1.674760</td>\n",
       "      <td>0.388031</td>\n",
       "      <td>-1.621433</td>\n",
       "      <td>2.277024</td>\n",
       "      <td>0.742877</td>\n",
       "      <td>-1.315730</td>\n",
       "      <td>0.881297</td>\n",
       "      <td>-6.952016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACATTGATCAGC-1</th>\n",
       "      <td>0.201594</td>\n",
       "      <td>2.639025</td>\n",
       "      <td>-1.293040</td>\n",
       "      <td>1.610743</td>\n",
       "      <td>1.638280</td>\n",
       "      <td>-2.549840</td>\n",
       "      <td>-1.316796</td>\n",
       "      <td>-0.295223</td>\n",
       "      <td>-0.578436</td>\n",
       "      <td>3.047308</td>\n",
       "      <td>-0.326156</td>\n",
       "      <td>-1.112296</td>\n",
       "      <td>0.324729</td>\n",
       "      <td>-3.138162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACCGTGCTTCCG-1</th>\n",
       "      <td>-1.383697</td>\n",
       "      <td>3.073606</td>\n",
       "      <td>-0.274373</td>\n",
       "      <td>0.965906</td>\n",
       "      <td>7.269398</td>\n",
       "      <td>-3.850540</td>\n",
       "      <td>-3.170332</td>\n",
       "      <td>-2.129100</td>\n",
       "      <td>-0.257945</td>\n",
       "      <td>3.647277</td>\n",
       "      <td>0.726435</td>\n",
       "      <td>-1.122516</td>\n",
       "      <td>1.512027</td>\n",
       "      <td>-3.092223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACCGTGTATGCG-1</th>\n",
       "      <td>0.066506</td>\n",
       "      <td>2.647741</td>\n",
       "      <td>-0.498160</td>\n",
       "      <td>0.943160</td>\n",
       "      <td>3.156663</td>\n",
       "      <td>-0.177606</td>\n",
       "      <td>0.081432</td>\n",
       "      <td>-1.506025</td>\n",
       "      <td>0.177543</td>\n",
       "      <td>0.740944</td>\n",
       "      <td>0.213525</td>\n",
       "      <td>-0.016440</td>\n",
       "      <td>0.074150</td>\n",
       "      <td>-0.240803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTCGAACTCTCAT-1</th>\n",
       "      <td>-1.039859</td>\n",
       "      <td>3.378976</td>\n",
       "      <td>-0.377934</td>\n",
       "      <td>2.363054</td>\n",
       "      <td>8.334864</td>\n",
       "      <td>-3.247122</td>\n",
       "      <td>-2.990553</td>\n",
       "      <td>0.047852</td>\n",
       "      <td>0.215981</td>\n",
       "      <td>3.591358</td>\n",
       "      <td>0.035672</td>\n",
       "      <td>-1.774677</td>\n",
       "      <td>1.227447</td>\n",
       "      <td>-1.182746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTCTACTGAGGCA-1</th>\n",
       "      <td>1.770347</td>\n",
       "      <td>1.534039</td>\n",
       "      <td>-0.031625</td>\n",
       "      <td>0.196968</td>\n",
       "      <td>3.509904</td>\n",
       "      <td>-3.166852</td>\n",
       "      <td>-1.301823</td>\n",
       "      <td>1.392412</td>\n",
       "      <td>-1.793369</td>\n",
       "      <td>1.649786</td>\n",
       "      <td>-2.002095</td>\n",
       "      <td>-0.923002</td>\n",
       "      <td>1.033536</td>\n",
       "      <td>-2.035009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTCTACTTCCTCG-1</th>\n",
       "      <td>0.953103</td>\n",
       "      <td>2.150580</td>\n",
       "      <td>-1.543152</td>\n",
       "      <td>0.925286</td>\n",
       "      <td>1.706011</td>\n",
       "      <td>-2.324982</td>\n",
       "      <td>-0.933964</td>\n",
       "      <td>-1.584634</td>\n",
       "      <td>0.437537</td>\n",
       "      <td>1.805766</td>\n",
       "      <td>1.886841</td>\n",
       "      <td>-1.383962</td>\n",
       "      <td>0.689707</td>\n",
       "      <td>-5.863471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTGCATGAGAGGC-1</th>\n",
       "      <td>-0.716598</td>\n",
       "      <td>2.011687</td>\n",
       "      <td>-0.350687</td>\n",
       "      <td>0.933494</td>\n",
       "      <td>0.839216</td>\n",
       "      <td>-1.235606</td>\n",
       "      <td>-1.230418</td>\n",
       "      <td>-0.841037</td>\n",
       "      <td>-0.187714</td>\n",
       "      <td>1.326487</td>\n",
       "      <td>1.442059</td>\n",
       "      <td>-2.402458</td>\n",
       "      <td>1.367664</td>\n",
       "      <td>0.374511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTGCATGCCTCAC-1</th>\n",
       "      <td>-0.305447</td>\n",
       "      <td>1.214574</td>\n",
       "      <td>0.366969</td>\n",
       "      <td>1.410469</td>\n",
       "      <td>2.162072</td>\n",
       "      <td>-1.455477</td>\n",
       "      <td>-1.813302</td>\n",
       "      <td>-1.840132</td>\n",
       "      <td>-0.517397</td>\n",
       "      <td>2.758604</td>\n",
       "      <td>-1.074997</td>\n",
       "      <td>-1.265815</td>\n",
       "      <td>1.441138</td>\n",
       "      <td>-2.021980</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2638 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Androgen      EGFR  Estrogen   Hypoxia  JAK-STAT      MAPK  \\\n",
       "AAACATACAACCAC-1  0.490808  3.429084 -1.039441  1.021548 -0.191042 -2.449631   \n",
       "AAACATTGAGCTAC-1 -0.466201  2.585617 -1.352572  1.552106  1.692950 -3.814194   \n",
       "AAACATTGATCAGC-1  0.201594  2.639025 -1.293040  1.610743  1.638280 -2.549840   \n",
       "AAACCGTGCTTCCG-1 -1.383697  3.073606 -0.274373  0.965906  7.269398 -3.850540   \n",
       "AAACCGTGTATGCG-1  0.066506  2.647741 -0.498160  0.943160  3.156663 -0.177606   \n",
       "...                    ...       ...       ...       ...       ...       ...   \n",
       "TTTCGAACTCTCAT-1 -1.039859  3.378976 -0.377934  2.363054  8.334864 -3.247122   \n",
       "TTTCTACTGAGGCA-1  1.770347  1.534039 -0.031625  0.196968  3.509904 -3.166852   \n",
       "TTTCTACTTCCTCG-1  0.953103  2.150580 -1.543152  0.925286  1.706011 -2.324982   \n",
       "TTTGCATGAGAGGC-1 -0.716598  2.011687 -0.350687  0.933494  0.839216 -1.235606   \n",
       "TTTGCATGCCTCAC-1 -0.305447  1.214574  0.366969  1.410469  2.162072 -1.455477   \n",
       "\n",
       "                      NFkB      PI3K      TGFb      TNFa     Trail      VEGF  \\\n",
       "AAACATACAACCAC-1 -0.320055 -0.916049 -0.124889  2.243871 -0.675080 -1.272345   \n",
       "AAACATTGAGCTAC-1 -1.674760  0.388031 -1.621433  2.277024  0.742877 -1.315730   \n",
       "AAACATTGATCAGC-1 -1.316796 -0.295223 -0.578436  3.047308 -0.326156 -1.112296   \n",
       "AAACCGTGCTTCCG-1 -3.170332 -2.129100 -0.257945  3.647277  0.726435 -1.122516   \n",
       "AAACCGTGTATGCG-1  0.081432 -1.506025  0.177543  0.740944  0.213525 -0.016440   \n",
       "...                    ...       ...       ...       ...       ...       ...   \n",
       "TTTCGAACTCTCAT-1 -2.990553  0.047852  0.215981  3.591358  0.035672 -1.774677   \n",
       "TTTCTACTGAGGCA-1 -1.301823  1.392412 -1.793369  1.649786 -2.002095 -0.923002   \n",
       "TTTCTACTTCCTCG-1 -0.933964 -1.584634  0.437537  1.805766  1.886841 -1.383962   \n",
       "TTTGCATGAGAGGC-1 -1.230418 -0.841037 -0.187714  1.326487  1.442059 -2.402458   \n",
       "TTTGCATGCCTCAC-1 -1.813302 -1.840132 -0.517397  2.758604 -1.074997 -1.265815   \n",
       "\n",
       "                       WNT       p53  \n",
       "AAACATACAACCAC-1  1.705514 -5.722437  \n",
       "AAACATTGAGCTAC-1  0.881297 -6.952016  \n",
       "AAACATTGATCAGC-1  0.324729 -3.138162  \n",
       "AAACCGTGCTTCCG-1  1.512027 -3.092223  \n",
       "AAACCGTGTATGCG-1  0.074150 -0.240803  \n",
       "...                    ...       ...  \n",
       "TTTCGAACTCTCAT-1  1.227447 -1.182746  \n",
       "TTTCTACTGAGGCA-1  1.033536 -2.035009  \n",
       "TTTCTACTTCCTCG-1  0.689707 -5.863471  \n",
       "TTTGCATGAGAGGC-1  1.367664  0.374511  \n",
       "TTTGCATGCCTCAC-1  1.441138 -2.021980  \n",
       "\n",
       "[2638 rows x 14 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata.obsm['mlm_estimate']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b7335d2",
   "metadata": {},
   "source": [
    "**Note**: Each run of `run_mlm` overwrites what is inside of `mlm_estimate` and `mlm_pvals`. if you want to run `mlm` with other resources and still keep the activities inside the same `AnnData` object, you can store the results in any other key in `.obsm` with different names, for example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "33a5f7e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 2638 × 1838\n",
       "    obs: 'n_genes', 'percent_mito', 'n_counts', 'louvain'\n",
       "    var: 'n_cells'\n",
       "    uns: 'draw_graph', 'louvain', 'louvain_colors', 'neighbors', 'pca', 'rank_genes_groups'\n",
       "    obsm: 'X_pca', 'X_tsne', 'X_umap', 'X_draw_graph_fr', 'mlm_estimate', 'mlm_pvals', 'progeny_mlm_estimate', 'progeny_mlm_pvals'\n",
       "    varm: 'PCs'\n",
       "    obsp: 'distances', 'connectivities'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata.obsm['progeny_mlm_estimate'] = adata.obsm['mlm_estimate'].copy()\n",
    "adata.obsm['progeny_mlm_pvals'] = adata.obsm['mlm_pvals'].copy()\n",
    "adata"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c76b5af",
   "metadata": {},
   "source": [
    "## Visualization\n",
    "\n",
    "To visualize the obtained scores, we can re-use many of `scanpy`'s plotting functions.\n",
    "First though, we need to extract the activities from the `adata` object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2cbc7443",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 2638 × 14\n",
       "    obs: 'n_genes', 'percent_mito', 'n_counts', 'louvain'\n",
       "    uns: 'draw_graph', 'louvain', 'louvain_colors', 'neighbors', 'pca', 'rank_genes_groups'\n",
       "    obsm: 'X_pca', 'X_tsne', 'X_umap', 'X_draw_graph_fr', 'mlm_estimate', 'mlm_pvals', 'progeny_mlm_estimate', 'progeny_mlm_pvals'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acts = dc.get_acts(adata, obsm_key='mlm_estimate')\n",
    "acts"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d058e225",
   "metadata": {},
   "source": [
    "`dc.get_acts` returns a new `AnnData` object which holds the obtained activities in its `.X` attribute, allowing us to re-use many `scanpy` functions, for example let's visualise the Trail pathway:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d64a2bfb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/badi/miniconda3/envs/dcp39/lib/python3.9/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
      "  cax = scatter(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 772.8x320 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 303,
       "width": 811
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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jSkuZ9fT0iB1mNdfWpNyHdbJY86E1MLEm8b7e3t4lWiFFDekiQTRCtHygEaLihAoiCkVGupTZch3d0d3dLXbNsXVs+h11kKTTurq6Fn1tFPWkE+fLufB/pUEFUXFCBRGFIiOVIIpEImJR63IyZ5ycnMTExIR4m7Ol6TATsCU2qSAqTkjhI9SGBQKBZR3FXGlQQVSc0C4zCkVGqhNLJBJZlqM7kqJZZZn358o4MENM6udSigLy80k6qre0tBRqSRSVpKoXooKo8NAIEYUiIxwOp7xPKGptbm4uwKqygxQ1nJ4DzPx2YEw67V7ch4ggeb1eeL3eJVknRTlkhEioDXM4HHjrrbeoiF0m0AhRcUIFEYUiI1W7eSqRtBy4fPly4kYZeEdqAIP7BzH82jDa/q1NKorsGZ5PKQpIQSTUhnm9Xly+fHlZpXNXMrTLrDihfwEKRUYq8TM9PY3HHnts2V2Bd3R0iNucPRH94cBvB0eD8Bz2JJ7AApyBS/l8SnEQjyePXnG5XGhqalpW6dyVDE2ZFSe0hohCkZFKEA0NDeF73/seGIZZNlfhPp9POoKjLLFZv7MeDBhw4FCzPdGKHxgPYLhvGLVlvGM1FUTFB8clF8azLIv6+vpllc5dydAIUXFCBRGFIiMYDCbd53K5cM899yyrK3D5KAcyQsQ6WVz1wFVJzxnYP4DxznHEKmNoaWmhgqgISRUhynQ/pfigEaLihEpSCkVGKkHEsiz++q//elldgbe1tYnbnI5LOcNMDiMUGc0zOjqK8fHxfC+NkgOpIkSZ7qcUH3SWWXFC/wIUioxAIJDy/lRCqZghBREcgEzrAEjuNqvbWYfqm6vR0NAg7tPe3r7IK6WogQqi5U8q8cMwKb6glCWFCiIKRUY6QZTu/mJFEiFypD5Zeg57MPzasFhYzTpZrPnwGpgciREeEmFFKTjpUmNUEC0faMqsOKE1RBQKQSQSSdti7/P5lng12TM2NobR0VHxdjpBJBRUk4XVAPiI0hC/eeHChcVYIoWyYqERouKERogoKx5yRpnf70+733ISREkipjz1fqyTxZp714B1spL0GVeeEFBtbW10TtYygEaIljdUEBUeKogoKx5yRlkm0bNcBRFn5gBThp3nIdNnZEQpEAigl06+p1DyRirxQwVR4aEpM8qKh5xRNjMzk3a/TI8VGxJBVJ4cOQiMBeA57EHN9hqwThaALH1mBziGA8PxB+nz58+jqalpCVZOWQhaVL38oeKnOKERojwyNzeH559/Hp/73Ofwrne9C1VVVTAYDCgpKcGaNWtw77334r/+679SjoagFA5yRplc9NgMiQLW2dnZpV5aVoTDYal/UIp0mbyYGuDTZzXba+A57EFgMiAxcjx//vziLZhCoVCKACqI8sS//Mu/wOl0YteuXXjyySdx5MgRjI6OIhKJwOfzoaenB7/+9a9x//3345prrsEbb7xR6CVTUiCInkAggK6uTpjiiTRZV1eXWGtUzFy6dAmRSES8zVUkRw5qtteg+tbqpGJqSdqMeB4VRBRK/qDRvOKEpszyxKVLl0SfmpqaGtx+++3YsmULqqqqEA6H8fbbb+NnP/sZvF4vurq6sGPHDvz+97/Htm3bCrxyCsnU1BQAwO12w+32oJONw+riHQ3/8Ic/4K233gKAoh7fQYoXTssBNn5bniZbc++apOdK0mZBAPOzXYeGhjA5OQm73Z70HMrSQk+my59Uf0P6dy08VBDlCYZh8N73vhdf/OIXsWPHjiRPiQceeABf+9rX8P73vx9vvvkm/H4/HnroIVy8eJE6lBYRXq8XAD+qw6KL45Z1lTg7n0Vbu3Yttm7dWvTjO1pbWxM3HBDjwEL0B0CSGCLFkvAY55ceoM+fP493vetdi7ZuCmUlQ0evFB4qiPLEd77zHTgcjoz7OJ1O/PrXv0ZzczMCgQA6Ojrw+uuvY/v27Uu0SspCCIKIZVm8Y1Mj1pRF8eZIAG63G3a7HT/72c8KvMLMcBwnjRDNp70CYwFEA1E4tzilw1znhVAsEMPYiTEAhFgy8x1qjJ8vAD137hwVREUALape/qQSP/TvV3hoaCJPLCSGBFwuF2699Vbx9rlz5xZrSUsK6eWznJmYmBC3bQYONmN8Pn3mxpkzZwq3MIUIqS0BocPMc9iD8RPj0LJasatMuH/4tWHM9s3CscGB0GQIl392WRzlQXaoLbc6Ip/Ph4sXL2Jubq7QS6FQJKQSRNTrq/DQCFEBKC0tFbczGQEuJwQvH2F7uTI2NiZuO0xx2I0cXC4XAKCyshI+nw8Wi6VQy1sQMl3GgRM7zOSO1EJkqKS+BDqLDsFRvv5N+KlltXykqALAAP8aHR0dCIVCMBqNS/PLqKSzsxN79+7Fnj17wLIsPvnJT2J2dhYWiwU/+MEP0NjYWOglUigAUosfmjIrPFQQFQDySvtKOUiTXj7LmZGREXG73BRHhSkOli0RPXhGR0exevXqQi1vQSRRHBsAA78pL6IWIkOmShOivihMlSaYq8wIjgZhqjSJwonsNItGo2hvb8fGjRuX4ldRDSnKb731VrFj0Ofz4ejRo1fMd42mzJY/qQRRNBotwEooJFQQLTGvvvqqOCzTYDDgjjvuKPCK8oPg5bOc8fl8kvRKuSmOcpP0qm1kZKSoBRGZgk1lyCggCJ7wZBjB0SCsq6yo21kHg90gMWuEDeB0HJgoX0fU2tpatIKIFOXHjx+XPHYleX9RQbT8SSV+aMqs8NAaoiXE7/fj0UcfFW8/9thjtI25iBgeHpbcrjDFYdFxMGkTJxq3273Uy1LM9PQ0+vr6EndUpN9XiBhV31oNU6UJ4ekwBvYPSMUQADCQGDsWc80babApFwdXkliggmj5Q/qEZbqPsrQwHP0WLQkcx+Hee+/Fvn37AABXXXUV3n77bVitVsWvUVdXl/Yxj8eDiooKHDx4MOe1KoGstQH4DrrlTigUkjhV241xMACmwwxi8yMsWJZFSUlJgVaYmXA4jOnp6cQdJvCCJgPf++738Pyzz4u3P3jvB/HZz39WulMUwPyxmmEYVFRkUFpFgt/vl8yeM5vNRV37pZT+/n789Kc/xT333IPa2lrJY8vlb0PhxwDJo5ZarVZxcw4lNTt27IBer8fg4GBWz6cpsyXii1/8oiiGrFYrnn32WVViiLL4kCFrDZPQEloGiHHJ+xQbkitMBinF0NDgEJ771XPYdd8u1NbVYtd9u+Cb88Hv84O1sNh1367kJxFxZI7jEI1GodMV96HjSr3O++///m88++yziEaj+OxnpcL1Sv2dVwr071d4aIRoCfjqV7+Kv/u7vwMAlJSU4KWXXsItt9yS1/cQokfZKmO1kNYBAPDaa68tyfsuFp2dnfj4xz8uigr/xCB+cI8VjeVG/G+nCf/Xy6eRamtr8Ytf/KKQS03Lpz/9abGoOl4fB3dT8le7+9luDL82jOpbq1M6VackCmie14iDXr/4xS/iAx/4QN7WvRj8+Mc/xk9/+lPx9oc//GF8+tOfLuCK8kNnZyc+8YlPwOfzgWVZyWNarRaHDh0q0MooavjKV76SNL6ppKQEL774YoFWlD/cbrc4tSEVFRUVkk7rfJLrebC4L/OuAL7+9a9LxNCLL76YdzFEyZ29e/fi2LFjYou92z2Mp4+H8e27XHBZEoXVHo+nKFvPQ6HQggNdgfTt90LtkPw2AP4oYQfAe1aitbW16AWRvIX5Smlpbm5uxu7du/Hss88mPVbM0UuKlHA4rOi+5QTHcfiLv/gLHD9+HIEAb2brcrmShLter8eXvvQl3HnnnQVaaXpoUfUi8tWvfhXf+c53APBpsv3791On3yLls5/9LBoaGuByueByufCeq514aCuvKmotiRNNPB6XFi4XCR0dHdKBrs7UgV+hmFoQO/Kp9/Lb4usR7ffFXFgtIBcHV5JYyPS7XEm/55VMqq7HcDi8rIV7Z2en2N0pmNmmakKJRCL4n//5n6VeniJohGiR+Mu//Ev8v//3/wDwRowvvfQSbr755gKvipKOsbExsRWWZVl86Z21aHTwt2stMTDgwM0X5fT09GDt2rUFW2sqJO32usRA14WQR4zkP8XXrOCAS/z28PAwRkdHUVlZmeOqF48rNUIEZPariUajSXMUKcVHupRSOByGyWRa4tXkB9LlX4i0Cz/lCCOSig0aIVoEvvSlL4liyGaz4cCBA1QMFTnf/e53JVc0dSWJK22DFqgyJ06oly9fXvL1LYQkalOOBbvLAmMBdD/bDQCSiJE8giR5TQLJANkiRB4puZJM7xYSRJTiJ50gylR7U+wIRqgAf1H59W/U4ZFPaPDRj4Xw0Y+FcMMNic/m3NxcURaR0whRnvn85z+Pf/3XfwUAlJWV4cCBA9iyZUthF0VZkM2bN4s1RHZjHDaD9Mu6yhrDsJ+/8i42QRSLxVIOdM2EkBqLBqJg5uNf9Tvrk4WQgAngSjgwc4lBr7fffnte1r8YyAXRlRoh0mr0iMUjKR+jFC/phE8gEEBZWdnSLiZPkJYlRhOHcpkxbHVN4jsYi8Xg9/uLzgqDCqI88rnPfQ5PPvkkAH7Y68GDB7F58+YCr4qihKmpKXE8R6M1ubhxtTWK4yP8HIzLly+D4zgwzAJhmCWip6dH4rCdrn6IREiJkVPuGTDQstpkc0bhdSukgqiYkQuDK0kokLViBq0RAUIQUXO/5UEgEEh5/3KOEJHHIJMx+RhklN0nzBksJqggyhPf+MY3RDEE8C7U/f396O/vz/i8hoaGZSeaijHUmQscx+HSJb5AJhAI4FRbP3rrbWgsT3SSNZYmIg5zc3MYGhrKaJS5lEjqhxgOSOPtRnaQhbwhTLVPQWPQQGvUwrLKAg4chl/j3bpTtuQ7AfTym93d3ZidnS1aL60ruaia7EbSa40IROZSPkYpTjiOSyuIlvOwbzJllqoJ1yS7b3Z2FtXV1Yu8KnVQQZQnXn/9dcntb3/724qe96d/+qd45plnFmFFi8eVdHIB+PlkQpEfX0c0iqdtUXz7rkRBoCbiR1fXqNhGevHixaIURLADSFNTK6TJAGCmc0acbA8A0bkomj7ER8higRgCY4GkKBGZiuM4DufPn8e2bdvy80vkmSs5QiQXROkeoxQn4XA47TF0OQsiMkJkNKWIEJmSI0TFBi2qpqjmShNEFy9eFLddLhc+ekO52HIv8Mu3xyVF18KA3kLDcRzOnj2buJ0hXVazvQbVt1ajZnsNGnc1wlRpQsnqEpgqTWjc1QjWyULH6jB2Yiyp7R4AYAE44qBGvm+xcSULIjKtYtCZ0j5GKU7IkTJqHit2JDVEhuTH5VGjYhRENEKUJ1599dVCL2HJuNLqFEhBVG6KwRBJFhUPbS3H+Qk9UOZKek4hcbvdknbXTAXVQgeZsL3563yqVkilAXx0qGJLRVLbPQCAma8jGiz+OiL5Z/RK+sySosekt6R9bDnyzDPP4He/+x3C4TDm5ubQ09OD1atXi/MDS0pKcP/99xelqZ9SMome5RwhkqTMUkSItFpAp+MQjTJJ+xcLVBBRVHMlXW0DwIULF8Tt8WE3Xu70YiYYQ6lJix0tVhzsmMVDW8vxqdtq8Uw7n0a6fPlyUThWS6JD4DJOuBeY6phC73O9aNzViLKWMjGVNtM5A7/bj+pbq9N3mzkBzLvit7e3IxgMFqVvypUsiMj6E6POnPax5UZXVxd+8pOfSG673W6EQiGx4WFychL/8i//gltvvbXoCnKVkkkQkWmn5cZCNUTC/cLpoxgFEU2ZUVRzJdUphEIhSUG1HhHcsc6Ks4MBPHPciydeHsYzx714+vgErrIlUoXRaFQ6KqNASNJWNgApQtVAwncoMBZA73O98Lv96H2uF0Ailda4q1FMqaWDTMlFo9GiiZTJkX9Gr6TPrEQQ6dm0jy035J8lwTVebu4XCoXQ3d29lEvLK3LRU6I3p31sOUEKnFRdZgBgIiJHxfi70ggRRTVX0tX2pUuXxN+HrxHywqhlEIpxWF9lxNffVy1GiOpLYjBpOQRjfMj3/PnzuO666wq5fJw5c0bczlQ/RBZUN+5qFCNEgDSVVtZSlvkNSwHOwIEJM+L7F2OX5JUsiMi0il5rgk6jR3S+9X45p1xIkWPSarDO5cT1Lqd436XJOcSJfTds2LDEK8wPciHgYG2Yi/hTPrackBZVp96HjByRNUfFAo0QUVQjP7kEAgE89thj6OzsLNCKsoc0NGysq4Gd1SIU42DQAvV2PerKDPj2XS40lhuhYYBmWyJdWGi35pGREXg8ieJnpQXVZS1laHmkBd5WL6Y6psTIkSIYSNJyxVpYLf+MppodtRyJRqPSomqtQdJptpxPqKQgshv1WGU1S/5Z9Inr966urkIsMS9IhINWf0VEiMLhsCQ6qSRCRFNmlCsC+cnG7Xbje9/7Hvbu3VugFWUPKYg2VOvxvfvqYGe1CMeAA+1zePr4hGT/qwhBdOHChYJ6MiWJkQz1Q+mGunb/qhvDrw1jYP+A4vclhdeFCxeKMvoiLy6+UgSRvP5ErzVKBNFy7VLiOE4icqwGXvxMzM7hhZNnMDE7J94HYFmnzEghYNazsBBpz2IUCUqQrzt9hChx7KARIsoVgfwE6HK58Od//ufYs2dPgVaUHRzHSQqqryqL4pYmK57/szXYvdGG3RttSe33V5UlBNHU1BSGhoaWbL1yJOmyUg5QUdvs2OCA2WWGzsKfZOJB5aMtSEEUDoeLxoKARC6ArhRBJD/x6LVG6HXGtI8vF8bGxiQnyJL5aNCxjk682dGFYx2dsMoiRMvVIFYiiHQmmK9AQWRK0WXG35/YpoKIckUgF0Qsy+KJJ55Ac3NzgVaUHR6PRzJ1ee189Kex3Ijv7q7Hd3fXS9yqAaCplJ98L0BGmJaa06dPi9tKxnWQeFu98Lv9iPr435kDpzx1VgZw+sT7kcKsWJAXFy/3dnQB8iQSCASw/9izCIciKR9fTshTYKXz0aD1tTWoLrNhfW2NJELk8/kwPDy8pGvMF+TfyHKFRIjkn7t0gohsxy/GzyoVRBTVkFfbgUAAXV1dRdFxpRa5mGmyxdA7EcK3XnSjdyJ1RMGi51BrSURTyAjTUjI+Pi6NTjnT75sKoaZozX1rUH1rNXQmHYZfG05tyChHVkd06tQpdW++BMgFUSAQuCIGvE5PT4vbbrcbx1oPoqs3MWx4amqqAKvKHVIQ6TUMDBr+1NQ25MHw1DTahjxi1EhgOdYsAplTZuTfdzkhX3c6Jw4aIaJccZCCSHBv/o//+I8Crig7yFRPjTmGEj2Hp49PiG32cgSxZNckCh8L1XZORocA9REi1snCscGB3ud64djgQN3OugVb7tO9X7HVEUWj0ZTruRKiRKTgqautw62b/gjXtdwg3rdcT6ikuLHqdeLg5G0tzbippQnbWpph1GpEoQQs3zoi8m+UKkK0HFOB5O+k03HQpelfJyNHfr+/6DqWqSCiqIY8sQg+IR/5yEcKuKLsIMVM03y67KGt5XhwqyOpdgiAKJYu9SWiKN3d3QU50Urqh6zq6ocESD8iedH1QnCVxVtHdCUOzhQgBZHN6sB97/lzVJbVpnx8OSERRERqrNxagrtv2IRya0nSY5cvJyJjywkyQmTRmyU1RJFIZFl6SZHRnkw+rSwrFXvFJuCpIKKohowQsSyLpqYmVFVVFXBF6gmHw+JBOBAI4Pj5HvROhNBYbhTb7AWEyNCOFise3OrAIzclxFIsFhONHZcSMk1FihM1NO5qhNllFv2IVFEGcLrE+8ojVoUkXevycm1pJmlvb0dXVxcCgQBYPS8SyPEdXq932aUGQ6EQBgcHxdtWfXp7vFLD8m+9J0VAiYFFicxcsxhTSQtB/k5y0UMiF0tUEFGWPakiIsuti6enp0diyPjKxTE8eXhUrB8ia4mEyNDBjll8+y4XbqrXwahJfOmXWhCNjo5K6oeUpssEt2rBewgASptLYXRkMX6EgaRuqZgEUbrW8+Xakk6yf/9+MU1tmhdELCGIYrFY0Z1kFqK7u1si4sgokBxSLA0NDS3LqJ+0m86MEoN0/Mpy+/sB/EgVAVMGQSQXS8UW0aRO1RTVpBJEyy3MS4bb62pr8N66IOZCMTxzPNF1JmwL6TPhp4YBGqwxXJ7mvz5LLYiSuroUFlTLZ5aRP1seaVGcLhPgKjkwHr7W48KFC0Ux2w24siNELS0tGBwchMvlAmvghZDJUCLZZ3x8HHa7vRDLywoy0sMg0XI/MTuHYx2d2NbSLEmZBQIBuN1uuFwudHV1LSvH6mAwKDl+WgxmiTEjsDwFESls2AyHET5CxIH/S0uFVDFAI0QUxXR2dmLPnj3o6+tLemy5CSJSxFxVYcDf/JELf7yxDE3lBrinI2J6LFUtEQA0WhN+REstiCTt9ir8hwTvIddtLlRsqYDeqoeW1cLv9sNz2COZd6aEYvUjEq7AhQ5I4bO5HFMRcoRBpyzLgtVbAUD8KTAyMlKIpWUNeXFi0eugmS+oJj2IBMw6LTzzETK3273sOs3kYqdEz4LVm8DMC4RU+ywHSGFjzhAh0mikgqnYBBGNEFEUs3fvXjz11FO45ZZbxC4QgeUmiMiDsBU+fOtFN9zTYXRN8P9cNj0e2lqOp49PYCYYw76z0zje68MPP9SAxnIjGksTg177+vqWNDqidH6ZHMF7aG5gDjpWh/ET4wAAU6UJNdtrJPPOhNlmGSnj/YiYCP9ZOH36NDZt2qR4PYuFIHyEkyYANDU1LXtBFIvFMDo6Kt62GEsBAAYd71YdifFp6+UmiEhRQ9YIbWtplvwEAA3D4KpV9eDAN3QsN0EkTxGVGCzQMBqUGFjMhvn033IURKSfG2vOfExizRwCASbpecUAjRBRFLNnzx489thj2LJlS9Jjy0kQcRwnadnt6PPgmeNedI3zrdoNdj1mgjF85wA/6f5kvx9NFQa0jYTEdvyGkoQgisViGBhQPvoiF5LqhxQWVAfGAogGonBuccKxwYFoIArjfOG4dZUVrJNFSX0JdBYdSupLFni1eWR+RMVi0CgIH/m09OV4oiGZmJhALJb43JkNpSm3l5NhYTweT2q5F5B3mAlYdMu30yw5QmSW/ASKr65mIeLxuCTSY1lAEJGPF1uEiAoiimpSiZ/lVNw4MjIi+R0+ekMFHtzqwKdvqcD6KiPWVZmw7+w03ujma076JyPYWMtKUmgui9Sxeqk8UZJER4b5ZSSewx6MnxiHltXC2+rF+IlxWFwWmF1mOG90IjAWQO/zvYj6onAfciteTzH6EQkHWaEDkp2P0S+3E40cudAhRZDFaBO3yYG/xY7b7ZZ8FzMVVAv0Dg6K0b/u7m5Eo9EFn1MskJ9BDcPArOfz3RaisHq5CfeZmRnJ38BsybAzADNRMjUxkez3VkioIKIoRkiZvfnmm0mP9fX1Yc+ePcsihC0XL1vrdPj2XS60eoJoGwmhxKhBQ5kec2H+ZN9UYcDj2yvFFFrvRAhGLVDJxtO+5mJBDnRV4z9ETrsXtgHA7/Zj7K0xeA57EPVFobPoVLXhy+uI2tvbFT83nwj1bZ2dnWmFz3IXRGQUUsNoYDYmBFEJIYgKOV9PLUKER6j3iijw9Nra0iRG/sLh8JJFZ/OB1JTRDA3Dn4KtRKfgchNE4+PjktvmhSJElsTjY2Nji7KmbKE1RJQF6ezsxN69e/GBD3wAAP8hlh90X3nlFRw7dgwAin7qPVkUXqKPY3IuiH/5wwR2tPDFqQ9tLcfD/83vY9ACf7KpDI/+sh/1dj0OtPNRo2/f5UJdSQwjAW3Say4mEkGkon5IMF4UWHPvGlz6GV8MzoETHaprtteo6zYr4/2ImCgjru+6665T/vw8IYh1ANDr9Sn3KbZ6BbWQXj0WY5l4MgWAEpNdsl88HodGU/zXu0JDghDxOWllcfcNmzI+p8FuQ1NTk+Q1Vq9evZjLzBukKCfTZGTr/XIT7nJRU1KiXBAVW4SICiLKgpAnm7179+KBBx5I2mfTpk244YYblsXE+/7+fnHbZYmJPkMAL3QA4K/vqsFnfzWIyUAMPzw6gclADOEYl5Q2e3ss+TUXi6mpKen7qJxfJhAYC8Bz2IPKGyuhY3WiCFJUSC1HAz5tN5/NOXfuXHaLyhHhc7dnzx78zd/8Tcp9iu3gqxYyElJilLbVW00OcTsUCmF8fByVlZVLtrZsEQSRy+UCq9NKCqjTodNoYNFp4YvGxNd43/vet6jrzBek2LEaLCm3l7Mg0uk4LNRbYiEE0/T0dNHYdQBUEFEUQJ5sgNR+LkajEd/97neXdF3ZIhFE5jjeK/MZ6p0I4WDHLL53Xx0OdsxiQ40JPzo2ga+/rxq3NCVanGvMiZSZ2+1GJBJJG53IB62trZLbXIXygmrPYY8ofIRuslggBi2rzbivErgKDswwHyE6f/48YrEYtFrtAs/KL83NzWJkkgzhV0PUahgbGwPHcUkdkssFMgppNckEkUwg9fX1Fb0g4jhOFEQsy2LDddeg3LpAAco8pQadKIiW02BpqSAyp9wutkLjhSAFkaWEw0JfL3kEaXR0FPX19YuxNNUUf0yVUnCEk01zM3/1lsrxdzm5AJOCqMYSSxrXIUSMnnh5GDtarGj1BPH191Xjp2958Z69l3Cki59F5LJIO80Wu3aDjL5wZg4wZ9iZQBBAg/sHcflnlxGaDMG5xQkOnGTCfWAsgI4fdyifei+shRBmPp8PPT09ip+bb0KhkGRWVC3xWDgcljy2nAiHw5KUmc0sDQ+yBiv0WoN4u5B/A6WMjIxI6mVKFRRUJ/ZNXHhcvnxZ0n1XzEhSZkRUiNyemZlZNr8PILV5sC6QLgMAqzVZEBULVBBRVBGNRlM6VS+XE8309LTkIExGeQQe2lqO9VVGtI2E8MTLw6I4OtA+i66JMJ54eTjlcxe7uPP8+fPittLoEJAoqObAYezEGCZbJzHbN4vIdASmShNK6kvQ/Ww3BvYPwO/2w+wyK556DwBwABwj7TYrFHIPnoYFHl8u9Pf3S06SNlbaXsgwDEqJ+5bDJHh5Ab7NoDy6SoqnQCCwbAqrlaTMOI5bNsdTQCaIShc+LpnNgIYYfVRMXZFUEFFUkc7cbrl8geUHzhpz4iTTOxHC5/cN4MnDo/j6+6rx4FYHPrGtHE3lBpRbdLhljQVN5QZ8/X18h5ZFz6FUnxBF5BV8vgmHw1LPldQG2ikR6oPqd9bDscEBrUmL4GgQ05emERwNYvDgIIZfG4avz4eKLRXqx3hoAZQlbpLCbamRC55VCzy+XJALnFJT8gfAxiaiRsth8CnpbM5qNZj1+/HCyTOYmF14xIo8mlQsLukLQabDyDRZqUGaKlxODQCkoCm1LiyIGEYqnIrJN4sKIooqMgmi5TBlW9q6zMFJtM4/eXgU+85OY9/ZaXGQa6sniK6JMI50+zDhi+InH1slqSOqJqJEi1lY3dnZKfH44crVTbif6phCx4/5WotYkBeBGgP/9TeWGaGz6BAYDUDH6lTPNJOv5+LFi6qfny9IwaMD4IDUmaCYDr5qIOtkrCYHdNrkaEoZkUbr7u4WhxcXK+TnpNSoTzmqIx06jQYl+kSdWiE/c0qJRCKS+kurJGWWEEeBQABf/epXl4WFSSQSkaS8lESIAKC0lEaIKFcA6SJBHMcti+GZpGipZOPQaSBOtp8L8UKhqcIgGei6e6MtyalaoIaoI1rMsD15BcxpOMCWYecU9D7XC7/bj+nO6YRDdaMVZpcZWqMWUV8UZpcZJfUlOPP3ZzDVMaXuDYiAxcDAQMEihmQdVxkABgwZvBJHeSw3SEFkN1el3Mdurha3I5FIUdcRRaNRScqszKDHtpZm3NTSlLLTbGJ2Lil6RKbYCpmmVYq8e0wiiIgWfLfbjV/+8pdFb18C8BcY5IWwzaZMENkIQVRM30kqiCiqIL/U8uGZy8FQTNphxosZoYi6xKjFg1sd+MlHV4kF1o3lRnx3dz1+8tFVKYe9kim3xfQiktRblEH1N7dxVyN0Fh1igRgYLcMPd7Xp4Xf74R/xw7nFiZZHWuA+5Ibf7Ufvc72qXp9zSA+ESz3wVoA8uAqN6OVpHl8uxONxSbrUbkktiMrMTjCEN1Exd191dnYiFAqJt8uM+rSjOoDUg17LjAlB1N3dXfSNHfI0GJkm02q0sOj5yKzL5cKdd965LCxM5N8nxYKI2G8xSw3UQgURRRVtbW3o6urC5OQk2traJAM0z507V/Ru1aRocVn4K5uHtpbjwa2OJDdqksZyY8rHhNcAeEG4WB4ipMCQiw8llLWUYcMXNsDsMiM4GoSO1aF+Z714W2i/N5WbYKo0qXKrBgBY+EGvAoU6GZMRIofsJ1BcB1+l9PX1wev1ihcfZCSIRKvRSYqtizmNRHZMapjMHWYTs3MIhiPYtLpBEj2yE4IoHo8XfZQoKUJklAq/UgN/m2VZ7Nq1S+zqLWbIqLhez0km2WfCVib1IiqWGlQqiCiqePbZZ+F2u9HT0wOfzweLxQKXy4VAIIDHH38cTz31VNGGeiORiOSEKaS7yLZ7IVokpMaEdFrvRCjpMUDaeg8sTpQoGAxKX9eeft9MsE4WLY+0iCM85Lc9hz3wtnpRtq4MZS1l6l6cgaSwuhCCiOM4yQG6XPYT4K9ol9PsK4AvUhcuPNxuNxxpIkQAUG5JdAcWs0AgHddtBj00GcxrjnV04kxPv7gtpM3MOi0MmsTzyNcsRsgIkZbRwKyTzt0pNSYiRsvFi4j8vtntC3sQCZSVSS/qlsLYVgnUmJGiiq1bt+LChQtwOBwYnwmgtroCrNGArq4uuN1uXHfddUUb6pW3LtdZkr0+HpKZNJIu1vLHAL4OyaDhEI7zR4Lu7m5s3Lgxr+vu6+uT5Om5MvURIoF0jtQhbwjhyTBMlSY4NjhSPHNhODsHZizx/7DUjI2NSQaFCiXGZIN6NBqFx+MpGiM4JZw/fx4uF++gvm7NddARfkNyyktq0TXGC4Pe3l7Mzs7CarWm3b8QxONxyZBiMtKTCiEqFAxH8GYH3z139w2bwDAM7EYDRgJ8xPb06dOLs+A8QYqcUmNJkkGoECEClk+XGXmhVmZXflyy2TgwDAeO4/8P+vv7cc011+R9fWqhESKKKjQaDZqammC327F6400wlc6PsXC58N73vhe//vWvizbUS7YiM+BQV5IsiOQmjUI67aGt5UmPAXy4v5Z4ncVodybFBcdwQBbnt8BYAN3PdiMwFpBsC6aNvc/1wtvqRXA0CG9rlgdjotB7cHBQ0hW3FMijc4IQkk84Waq5c/mitbUVLMuiqakJq6paMu5bUeKS3C7GKFFnZ6ckReIwpRd4AMTaots2rE8qunaYEmKqra0Nfr8//wvOExKRE4njOy98D30TiYg1WWS9HAWR3S7tMh4eDuLpn/RheDjZt06rldYR9fb2Ltoa1UAFEUUV5DwozmAGN98uyrIsdu7cWbRiCJCKlSpzHEYF0yVSiSA59ZbFFUSSbqES8L4/KhncPyi6VQsiSBjRUbGlAqZyPjJUsaVCnSkjAUd0jsRisSU3yyP/n4wAhFnwZjCwpNmv2BkfH5fUPVWU1GbYmx/6atIlOpbISEyxcPLkSXFbw0iLozORquiaFFOxWKwof18BUuT09Pfhv958Dj8/9px4n824vCJEs7OzkvOBQxYheunFEezfP4qXXkzt/eUgaiGL5SKFCiKKKiSCSG8GR7SLkjOkihGyMLm+RGrIKNQJkdvyxwDgSNcsdn7/sji+AwAarFJBlO8aFcnBojT9fpngwIk/BedqoY5Ix+rgbfXCYDdg7QNrs/IhEtYmvA+w9Fd9ZCStEnzLPQAMBgLoJbohl5Mgkp/gnaV1GfdnGAbO0oQ/dzGmkd566y1x2240QJum8CRVq70ci04LkzZxGiNfu9ggRc7N62/Ax27ahfu37RLvKyUE0eTkJDgu+9T4UiBPiztk3mh33lWFnTsrceddqWveyP2LxVmdCiKKYi5fvowjR46IJxY+QpS49iaH/BUb8XhcUui7pjQhWoQ6oUd/2Y8nD4+K26kKqZ94eVgc6ZHqtZIKoPMAGSHgFDjBpqJ+Zz2qb61G/c56sY5IED6kQJrqmMrOhwjgKxIJLbXYs93kkAdV8hC8zz2EdqIbcjm4OAuQgqbUVA5Wn9ySLqfSmqiPunTpUlG1o/t8PkmHWUWGdBnZap9OHDEMg3LiNd58882iFRLkxeSqijp87e7PYlV5IuJnMyZy4ZFIJK0JbrFAft+0Wi6p5b662oSHHl6F6mqT/KkAgHJHIsU2PDxcFD52VBBRFPNP//RPGBwcFE8snKEEcUIQFdOQPjlDQ0OSL9zq0kRUh5xdBkDcfvLwKGaCMezeaBMLqb/+vmqsrzKK4zsAYJU1Bg0xy0s+oykXhCJgkYXPhymRi6B0jwkGjmp9iFKtbykFUTQaRXd3t+iNpSOKq3e7anGLyyUWJvf390s8cIqZU6dOidtOq7JCcKc1ESGKxWJF1X114sQJSQS1gk0viEijxkwu1k7iNdxud9GkX+SQgogUPwJkUbV8/2KEtFdxlHPQqFQT5bJ5jMUQJaKCiKKYP/7jP4aLOLH4AwH0nn5NjBhNTU0V7YlGPutoNZHmaiw34ocfahC9iIRtANh3dhqlJq1YQ3RLkxX7P32VZHyHUSvtWMun/8vo6KjkBMIpmCadCrKQOt39gbFA9j5EKda3lIKov78f09PTojfWGcIwro5l8ZmmJrDzJimxWKwoDr4L4Xa7Jf+HlUQqTM7YpBvPvvLvGJt0w2qySyJJJ06cWNR1quHo0aPitlmnhUWXviCOrBnK5GJdbjKATLodOXIkn0vOC8FgUHJBVpZCEJWZpPctJ0HkrFA/tqmsjINOlzheSGY1FggqiCiKMZlMcLlccLvdCAQCGL3wBkYvvoW2tjZRFBXrrCgyTO+yxGDRpxcWQiH149srk9ypU9UQAUCzLSGI8jncNCkNaUm930KQhdSCCBLmmwn35+RDlGJ9SxkxvHz5Mtxut+iN9VGXtNvKCWkteqGctNVAChkGDLRxI3720nfxs5e+i7FJqUPw4dMv4PCZF3D49AtgGAZVtsaUr1NIIpGIRBA5WYOk9TxTzVAmF2udRiNJm7322mt5XnnuyMWNzZj8e1j0LLSE03gx12RGo1FJ6rnCqf5CTaMByok6omL4TlJBRFHM0NAQ+vv74Xa7ceHCRdiuugFsRS18Pp+YRnvrrbeK0q26tbVV3G4pSy56TmW6mKrDLFUNEQCsJV6zp6cnb/l/8qDIgZNOKlUBWSc0sH8Aw68No/tX3fC7/dBZdHBscEj2yRoiIzc+Pr5k9Rzt7e1i9PKd69djNWuWPK4Dgyokxs288cYbS7KuXCALhB2Warxx7gDeajuEt9oO4fDpFyT7br/+bmzfdDe2X383AKC6tFF8rL+/XzL0tlCcPn1aEiWpMks/zGqGu8qpNCe+o+3t7UV3YSa/sLGbkrsjNIxGEjkq5prMvr4+ia2G05ndYG9nZeJ5VBBRlhXk3JpAwI/pztNY/f49qKmtE9NoTz/9dNG5Vc/MzEg6i1IJoh0tVqyvMmJDjUnSVSYnVQ1RqtckBVguSK4Sjcj6G0vWCQndV+YqM8wuM6K+qFgzlK7OSCmcKSGAotHoks23a29vF716WtLMD6gFRLfn3/72t0uyrmyJRCJ4++23xdtVtkZsv/5u3Lj+Nty4/jZR+Ag47S7c+55Pwmnnv4dVpaskjx8/fnzxF70Af/jDH8Rto1aDMtm4jlRpMSWdZgBQxUptMQ4dOpSHFecPUtwwYJLqhQTKCKFUzIKIrJNkGA7OLCJEAFDplHalBoPJnkVLCRVEFMUMDQ2hoaEBlZWVsFc3IBbyAwyD1dfeINZnvOMd78Bjjz1WVG7V8tbltSkE0cGOWbSNhPCjY8mRIoHeiRAOdszihx9qkNQQAUCFKQ6HMXG1k692Z4kfSfY6RdI95rzRCVMlf3XeuKsRBocBfrcffc/3pa01UoxsjUtRBxGJRCT1B+ka02sBMYpktVolrtbFxrlz5yQmgzW2NXDaXXjgzs/jgTs/LwqfdBj1ZjiIMR7Hjh1btLUqIRwO4/XXXxdvV5uNSU7NqdJiSqNGBq0G5YRJ4+9///s8rTw/kOnjUqMFWk3q2in7MhFEZE1meTkHXZYzLyqrEsfMWCxW8CgRFUQUxQwODoJlWbS0tMBgtcN78SjGTh0ER3yJg8Eg9u7dW1QGjZJOHVMMlWxyeFeIEH1wgw3rq4zY0WJF70QIn983gM/vG0g7y0yAYYCr7RHxdr4EkaQVNbOhb0aE7rFLz1zC2FtjoiN173O94onJ5/ah7d/aRAPHrJCtcSlaaS9fvozp6Wlx+Gk668I6QIwiGY3Gop4GTwoYo46F3cJHJMni6YWosSVGtLz99tsFbXh44403JJ+Falm6LF0kSE3UiHzNy5cvF437MSAVRA6TLe1+pCAq5q5dUhBVVmaXLgN4c0Y9Uc8pb35ZaqggoijiwoULOHr0qHhVXbnhXXBevwPOzTsQJ77gFy5cKLoaIjL1cLUjOTrUOxESa4Oeb51G2wgfCXr6+AT2nZ3GvrPTePr4hGSMRyrI1758+XLSdOtskEyBVmbom5LGXY3QslpEfVFEg1HenbrSBL/bD7PLLP4LjvIha9JgURWyNS6FILpw4YKYCvO43Ug9C54vrCYTK/ksfs83b775prhdbVsNzXyxLVk8vRA1ZQlBFAwGC9p+f+DAAXGb1Wlhk6XL0kWC1ESNqsxGyQmNfM9CQ4obewZBRIqlYqj7SoXf75cUVFfXZF8nqNFIBVWhR81QQURRxD/8wz/A7XaLHWXGqtWov/1+mOxViLNl4n5nz54tqhqi8fFxiS/JNY5I0j5PH59A20gI66uM+MS2cjFC9NDWcuzeaMPujTbsaLGKoijdGI+r7VKxRUamsoUUFFyGzriFKGspg+Na3kpAZ9Khfmc9zFVmmCpNqLm1Bi2PtEBn0qF0bSnYShaVN1Zm90ba+Xlr80gE3SJx/vx5OBwOWCwWrHM4oENq52MNGNTLnleMDAwMSKZ/19iaxG158XQm7OYqmPSJtj+yw2spmZqakkS8XBZTUrosU1u9nHT76jUaSXH1yy+/LBnmXEhIcVPOZhBExLF0dna2KGeztbW1SYZNV1dnHyECgKrqxPHi/PnzBTXWpIKIooj3vve9sFgsYkeZEBUKTo6g7+1DYuTI5XLhgQceKJoaInnLsVy0AIkBrj/8UANaPUG0jYTw07cm8Ogv+/HHG8vw+PZKPPHycNp0mUAFG0e1OXEAJmc2ZYukyDDLPL2A80YnzC4zbGtt6PhxhzjMdeytMXT8uANjJ8YQngojMBrA6FtZhusZ6ToXO03DcRxaW1vh9Xrh8/kwtcAMKLkgIg/sxQIpXBhGg2rbavG2vHg6EwzDwFWWEFNHjx4tyMnmwIEDEmHiMidfUGRqq1ezr8uSSJuNjY1JosOFhOx6KzeVpd1P/lixdcsB0gsJo5GDXcWU+1TU1CS+g+Pj4wX9nakgoigiFAph/fr1cLlcqG68CtDyuZGxUwcx2noEQ/MdaCzL4v777y+aGiJSEDWURFFmTP7yNpYb8dDWcjx9fAI7WqzYvdGG471+sb1eiCDZWS12tGQeNb+BiEC99dZbOZ+AJHPRcvi2BsYCYh2R+5AbfrcfpkoTnFuc4MCJqTNjGX+yigdzEArEOvM9102Ox+PB+Pi4WCz9QVdqoTAYCGBvVydMRCH1zMxMUboak4Ko0loPgy79YGGBdLVFrrLE93B0dHTJU9kcx+HFF18Ub9uNepj1Cyt7pd1lcspNBhiJ2Wa/+93vVD1/MZidnZVEeskokBx59Ijs7C0WSE+36po40oyiU4w8wpSvDt1soIKIooiurq5EQWo538cTnBxBLOSH4+p3oqZxLQDe5+Xv/u7viqKGKB6PS6I0G8rTn5yFgumDHXyKZzoYR4lRg3KLFu7pMBrsekwGYvjmi560LfkAcC3xHqOjozmfcPMliDyHPaLoadzViOpbq7H+z9fjqgeuEuectTzSAr2NF7oaUw5vtoSCSKiLYVkWzU1NcAHY29WJQVkH2T73EPa53Tjudkv+G4tprAXAp5fIE4IgaBYqpk5XW1RZ2gCtJlHYtdQuzm1tbRJX8FqLMiOtbD2JNAwjiRIdOXIkL7V8uSAXNU6zPe2+Zj0Lsy6xfsnYniIgGo1KIkSumtwjrCwLOIi5ZoX8TlJBRFEEeVDzxzQY+MPPMXzsN/BePAqt0QxjBS+S3G43Xn311aKoIZIXNm9IUT8kINQLzQRjmAvx4X2HWYsj3X4caJ/DuI8/sXeNh8XBr6m42h6BlqihyXX6tqQGIocrMcF0seWRFpS1lIl+Q4GxAAb2DyAW4N+nbG0ZdBYdytaWZf9mxDoXu4aDtFSoBPA7txv73G7sc0vHhux21WK3y4X7XLVwpXl+MXDs2DFJGk9IeS1UTJ2utkin0aOa8CRaakH0wguJ9eoYJqm7LB1qaorkkKIrEokUvLhaPsKmgk0viADAaXaI28UWIbp06ZLErsJVm5+UM/k6hfxOUkFEWZDZ2VlJXtfT04Gx0wcxN9QBg82J8OwE/DH+o+RyubBmzZqiqCEizeiMGi6l/5CAUCi97+w02kdC2L3RhnVViQOrP8yLHJtJg7aRUNpaIlYHXGVLvE+ugkhHGnwsQvmH57AH4yfGMXZiDJ7DHrgPuRH1ReE+lMOBmFinVpt+VlU+IO0NViMhfHa7Es33g4EA9rmHsNtVizqWxWri+WfOnCmq6eikYCkzV8Ji5FMoCxVTZ6otctmvErcvX768ZDUafr9fYsZYYzFBq1Gm6tXUFMmx6HWwGxNRsRdeeKGgf2NSEJUZrTBoM7eLVhARpMHBLO0vFglSrOh0HCor8/P/6nIlBNHAwEDBxpZQQURZEPnQPec73gfWWY/w9DjC02OY7jwFTw/v6cKyLGpra2G3Z74KWgpIMbLeEYFB4bm5fzIRSSox8AfwEqMGt6wxY2ujGbs32tK23gPAxorE88+cOZNTYbFEUORwMdb7fC+GXxvGxe9flJgultSXQGPUwFBmQEl9CYzlRrCVbNbDXeXr1GXr2KYAj8cjntwDgQBOzLcC72lqRh3hVi2ky4SoESmIvF5v0dQRBYNByWe2lqj/UVNMLcdlWyO6kwNLFyV65ZVXJNGE2hL1c2eyrSWqK0n8/Xt7ewvaUTgwMCBuV5rTHzcEqoh9ik0QkRcgNTVx5Ot6p1YWaSpUlIgKIsqCkO6hnFYPY1UTVr//MdiaN8Ngc8LWvBnOd+yUPKfQk4tnZ2clnhbXZagfEnjnagtKDAxqSnUYnY3iQPss5sIcSowazIXiaHUHcaB9DqUmbdrWe/l7hcPhnEwaJYIiB0EUHOG71UITIQzsH0BgLIDLP7uMnn09iIfiCE+F0ft8LyZbJ2FbZ8t+uKtsnYspiMj/V7fbjVdTpMqA5KhRA6QHvnzYI+SDkydPSsSzy54+XZSppkj+mFFvRoU1ETFbKkFEpsuseh1sBvVGWtnWElWxRuiIal9yLUuNRBBZHBn2nN+HSJkNDw9LZoYVkmg0Kimorq3LX4emxQLY7YnXK1R3IBVElAU5duyY6AIcN5cDDAOTvQoGaznC02MIT4+B05vBEcWAhXYBfvvttyX1K9eVp68fAvgp9l/9rQdzYQ6emSj6vckHoelgHE0VhozRIQBoKImhzJD4cucyR8pkIq6qcyjHqd1RC0bLnyAYMPAc9mDsxBhigRi0rBbGciOivijMLnNuw105AIT2NBoX7pDKFvKgudHlSkqVCdSxrCRqZAQjcbMuFkFEChWzoRRlbHovqEw1RakeI7vNzp49u+j+UF1dXbh48aJ4uy6L6BDA1xJtWt2AYDiiKkqk1UiLqw8dOgSfz5fVGnKB4ziJp1S1pWLB55D7xGKxoqkjEjzoBOryKIjkr1eo7yQVRJQFeemll+Yn3F/ApQtnEZzkTcacm3eAddYjMDaA4Tf/D509fZicnCyKaeKk028VG0O1OfOX95u/8yAU46DXAHesK8G6av5gajPx0aFSI/9V2VjLZowOAfwYD1KA5SKILJaEsR4Tyb6qem5gDlyMg9llRt3OOtRsr4FzixMVWypw3Zeuw9WfvhrVt1ajcVcjPIc92c8yiwMMl1gnuf58wnGcVBDJRM9CrCG2T58+XXADv1gsJvnOuMqak8wLychPppqiVI+R6bdYLLbos83IdncNw9cPqWVidk6MDJ3p6VcdJSLTZsFgEK+88orqNeTK5OSkRHyqFUQAimYECdmxazDkr35IoK4+cYz2eDxJxehLARVElIxMTU3BaDRCq9UiEAhgvO8Sxk4dBACY7FVY/f7H4Lx+B2LhAIZ7L6GrqwtutxsHDx4sWCEjx3GSWgyypicdNfPt5lsbLfiPjzTiT290YH2VEd/cWY0Htzrwgw/V48GtDjy+XZmD83XEew4ODmb95ZYIioV/jbQ4NjjAVrIwEmJOy2pRv7MerJMF62Sx5t418LZ6MfzaMDyHs2z3la2xpER9UawS+vr6JINv12TYl0TwI7IQV7qzs7MFt4m4ePGipCOyNkW6TIj87H/zlzh8+gVsv/7ulDVFqeqNSkx22NjEiXYxXasjkQgOHjwo3q42m6DXqD/VCOkyAFl1nFkNOpQSI0JIP6SlQi5maizOBZ/D6k0oMyb8zoqlxo0URLW1cWTxJ81IbW0cDNGhmw9jW7VQQUTJSHt7O0ZHR8UraGNZFZybd4iPm+xVqL/9fmgN/NUYy7JwuVwoLy8vmONoV1eXpEth4wLpMgCotOokPw92zKJtJIRWTxDfvsuFW5qs+PZdrgWjQwIbHFEwRLtVtlEiiaDIoZTA2+pFYDSAydZJDOwfQMePO1IKH6E9P+u0mWyNixUhIg03tQBWpd9VFEFCt5ngR0RWtMgdzZcaUqDotUY4S+qS9hEiPwAUzzMjIdNmx48fRySSg8LOwJtvvonp6WnxtlLvIZKJ2TkEwxFsWt2A2zasz7rjjHzvCxcuLLm46OnpEbeNWj0cGcZ2kLhKEhdepOVJofD5fJIUaH19ftNlAGAyQRJ1ooKIUnRcuHBBNNczGk1o2v0FmOxVCE6OYOAPPxfTZ9XbPgDnxtuwZs0aNDU1gWVZyRdoKSHTZXoNh/UpxnXI+eONZWiqMGAuFEPvRChpkGvvRAjfetGd0ZSRxKLncJUtkYbJVhCVlZUlbuQwBYNMkTFgRJNGufARIkWsU1nqKQnZGh2OhYtIs4FMl9WDrwtKB9llJhRY3+uqlYioQo94INNl1bbV0GiS23eEyM/Omz4kSYktZNooQI7x8Pv9i9bJs3//fnGb1WokLfBKOdbRiTM9/TAZ9BIhpLbrrNpsknwyltqTiBQzNRanOKR3IUhBRA5SLRSnTp2SpJXrG9QJouHhIJ7+SR+Gh4MZ9yNf9+233150Y1c5i9cCQrkiaG1tFTuFrM4amBzVCE6OoOu57yLk9SA8OyFGh6q3fQDG/sNAcAYAP/Pm9ttvX/I1k+JjvT2qqN3+YMcsusbD8//6sLGWFdNj33rRjZlgDPvO8le9375LWevzxooILk3z/3enTp1CKBRSXWQsERRB8EXLWZYSceDAgIHzRie0rBaODQ4M7B9APBgHBw46kw51O+uyF0MAmKB0cRJBlycikYikw0w4zQ8GAvjPfj4C8PGGVWI9kVBovdZSgm+1XcSnVq9BHcuiGRyERFlrayuCwaC0iH2JcLvdktQKKVxIxibdYqrs3vd8UrxfSKUBkNwvx2GpgUlnRjDKDwx94403sGXLljz8BglmZ2clFyQ1KQa5KkFIj8nTZGQa7e4bNi34OgatBpWsESMBXqn//ve/xyc+8Yms1pQNZCq2zlqt+Hl11ipxe3BwsGCfTQEygmq1cigrU1cO8dKLI9i/n5+P+NDD6eO5DfUxnDzBHzPn5ubQ3t6Oa6+9NosVZweNEFHSEo1G0dbWhoaGBrhcLtRefxuCkyPo+b+nEPLyqZag1wPvxaPwXjyKsVMHEStJfJEL4f3h8/kk77tQdxnAR39mgjHcsc6KpgoDusbD2Hd2Gk8fnxBHesyFYmiw6/HKpVkc6VLWoUO+dygUysqSnvRzYuJM1nVEpAGjt9Ur1guNnxiHt9WLydZJjJ3gh7xmXVAN8KJtHpvNtiht9xcuXJB0uwjyYZ97CAdGR3FgdFTSfi90mf3KPYQunw9/096GwUAApOwIh8OSluKlhCxwZsCgxpa6Imr/m78Ua4hIFjJtFF+bYVBDiK033ngj73V+r732miQV58oiXQYkGzMKkaFaexmqy2xYX6s8pUsWdHs8niWLXMdiMUmEqK5UjSBK7BuPxwuaNpPXZDY0xFTPL7vzrirs3FmJO++qyrhfVTUHvT5/Tv9qoYKIkhah1V6oCxpoP4Ou576LwNgAjI4a2Jo3w+SoQUnD1TA6asBWN6Kn7ax4surs7ITf71/SNZ88eVIS2lVSP/T08Yl5h+ogIjEOt6yxiOaLQuoM4A0b+ycjeOJlZbVRq6wx2Ij2+2y+3E6nrAgzS61Ss70GFVsq4NjgQDQQRWAsgJrtNbBvsMNYbkTp2lKwlSz8bn9uooj4c5eXL2xClw3k1SoLiC30u121uKOyErc4HJiLRpPmmX1q9RrYdDpMR6PY5x5CFQCyKmWpD74CZESlvKQWBl2yiBibdKNv+FLS/YA600ZSbHk8nrwb/7366qvitlWvg0XBIFcSMiUmbHd5RvCL197Emx1dONreieGpabQNKS/6d7IGiScRucbFpL+/X+IrVW/NLAZIakoqoCXSa4X0dRscHJS0/jeoTJcBQHW1CQ89vArV1ZkFslYrrU/KpUM3G6ggoqSFrDEYcnvgvXwKIa8HrLMe9bc/ILpUxwKzCHk9GDu5HyPtb4t+FbFYbMmjRORJrVJBuz0A7Gixws5qRcEz4Yviu7vr0VhuRGO5cT5FlnCs/vr7lF3paRhgQ47t91VVsoNollYqrJPF2gfWQmvSYvzEOAb3D4J1stCZdAhNhBAaD8FQZoCW1cLv9mffZUYIoupq5VfEaiAF0RoAmvm/TR3L4qst61BpMiVFiQDgBrsd31i3Hk0WC252lIMBg+Y0r7tUhEIhqfuvbXXK/Q6ffgEjk0OorWjEzps+lPX7VZauAkOcaPN5wpmdnZXUYlWb1XtQkUaMwvZLp1oxPDUNs8GAd65TP+NMwzBwsgbx9uHDh5ekA5b0YmOgLmWm0+hQSwioQvq6kcdUhuEk7fGLQcOqxOu3t7dLCvQXGyqIKGkRBFEgEECU0cHWvBmOq9+J1e9/DN4LRxEYG4DGaIbzhp1wXr8Dte/+CFhnPXw+n3hFsZQW7BzHSQ7w15VHFIV2D3bMYjLAp8SaKgz4xLbypALqknkfojvWWXFLkzXdSyVBps36+vpUd96VlJTAbDaLtxl/brUP3Hznm/xnyBvC9KVpxAIxsJVs1l1m5PqSxFwemJqakpwcUp0Wb3aUi6JHzhveCXT5fHjDO5H0/J6eHoyOjuZ5xZk5c+aMxIm4uiy1IBLSYru2P4zDp19YsIA6HQadERUliUhSPgXRiRMnJEWwVVkIInKoq7D9znXNMBsM8IfDuDjoRu/IOKbm1F0ZVBFDZYeHhyXdX4tFe3u7uF1tccKkU/f/0Via+DsVUhCRn5GaGg6L6LUKQBqB4jhuSS9UqCCipCQej4s1FW63G2NDfTBYy9F41ydhslchFubTEfGQH4HhXtTffj9KV12D1e9/DNWr18Hl4r/MuYytUEtfX5/khKZkXAcAMS32d/e48K6mEhzt8eGZ417JANc/3liG9VVGvHO1RVW3mbz9Xm1ahmEYqbDI0Wy3fmc9qm+tRv3OevG2kEoz2PiraFOVKfvCaiJCtBiC6OTJk5Kr+6tS7COIngOjI/jbjnb8bUe7mD6Tj/GQly8vdZSIbC026S1p3amFtFhr11tZtdyTVBNpM7kgywWyFsqs06pOlwHS2qFyawnW19bgpVOt8IfDqC6zYWx6FsNT03jpVKu61zUZJCe7pTCOJWuVVtkWTmf2TQzhOy98D30TQ0nP6e7uRjCYuUNrMZBHMBsaFt/AtLSUk4zxWMq0GRVElJRcvnxZdFh1uVyovGab6D8UnBxB0Ds/J8lRneRL1HDLB8DOd/i0t7cvmWU+KTa0DIer7coqkIW02MGOWTxznDf7e3CrAztarKL4EXyJnnh5JEksZcJq4LCmNHEQyaZORRCXAMD4cosQkW31gbEA+p7vw1zfHKpvrYZtLe+RojNlWQgdlXaZkevOF+T/nxOAjWi5E/yGbnaUY/f8e8uLrOVjPErAgFzlUtcRkSMKqkpXLdj9tP36u3Hj+tsQCPmyjhJVlSa6fEKhUF6KjOVX8mSKKhcEMWQ2GPCRW2/CPVs2obrMhjs3b1D1OjoNA4cpsabFFr6hUEjSYbbGluwrJefnx57Df735HH5+7DkAwGriObFYrCBRorNnz0rqoMh01mJCvs+JEycQjy/N+9K2e0pKJFeulhLU3foAoOE/LsPHfoOQdxgGmxOW6uQW4RgR6o3FYjhz5gze+c53LvqayZPZ2rIo1J7XBc+hh7aWo7HciG+96BYF0o4WK/admcJkIIam8oXnmZFsKI+gaybRfh+NRlV1X9XWEpO31A39TiIwFoDnsAeODQ70/KoHgVE+cnLpmUtY++BaaFlt9qaMsrVJ1p0H5CddebpM8BsC+In3ZFF1qhln5OsI0kIoytfma4x3BqampiTFspXWhgWf47S7wBotOHzmBbBGS8Y2+3SUmSuh1xoRifEnurfffhubNm1S/TokcufwclPuguh0Vy8mfT6UmIyor+AbG5pqqvDZP8ou8lhuMmA8yEfDLly4kJUNhlIuXbokSR+uLlv4u3D/tl2SnzUlTpi0BgRjiTVv3LhxEVabHvKYyrIcnM6lmT7Q0BDH2TP8ttfrRWdnJ9auXbvo70sjRJSUkIIoZq0WxVBwcgS+Yd4HhNFqxXZ70qiRM9kQN1hSvtZiEQqFJPVKGxR0l6ViJhjDdw548Pl9A9hQY8L6KiN2tFhxsGMWMyH+KmVj3cLzzEjItczNzaGtrU3VmpIEUQ7HJM9hD4ZfG0bbv7WJYggAor6o2I6fdbpMFgjMtyDq7u7GxEQiMidPl8nTYUKR9Vdb1okRIdK1WoAUVrOzs0t2JS6vr6ssXVgQAdI2e6WmjCQaRoNKa714Ox+DNMnfhQFUmzGmMlx86VQrQpEofMEQ2gY9ONSq7nsjx2FKrCkcDqv+HqqBbCYxavWoLVlYxK0qr8XX7v4sVpXzn18No8HqskSUqLVVXZowH0ja7VfFVbfbZ0ttbRw63dK331NBREkiGAxKvnw+jRkDf/g5ZvouoOu5f0HIOwyjoxr1t38czut3wLl5B4aP/QZjpw+i67nvIjg1ipgtcTJcirqMCxcuSGohNjiUO5we6ZrFzu9fxtdecGPf2WkcaJ/DvrPT+NGxCbSN8Omyh7aW4451JWiqMOCPN5apWltzaQwmbeLLrfYERAoLJsZIvH7UUrO9BjqLDlyUg5bVwlTJF5vmPOUeADObOFo6HA5JMXg+IA+KOkjHdQhjOQQxJBc9AqRrtUA9ADKesVQ1C+R3zGK0wWJUNtZBqCcCgB//9u+zqilyEuKro6Mj5zqiCxcuiNulBh10KgddCR1lh1rbRGF05+YN0Gk0ueh/CVa9TtJ+T64535CeVqttddCmcB5XQlNZQri2trYuWeoIAEZGRiSGoatWLd0AZJ2OF0UCS/WdpIKIksSpU6ckB0hPzyWMnT6Inhe+j5CX75IyOVwwlFYgFvJj6PD/YG6I90gJeT28QSMhiPr7+yU+Fou1ZgGLLo5VVuVf3m/+zoO2kRDODPIVwSVGDW5ZY0G9XS/6EQHAwGQEXeNhHOxQZswooNUA64l6JrWCqKFBFjlQ9/YiQrrMdbsLOosOq3evxvo/X4+KLRWw1OZh5hixrvr6+vT7ZQkpiFYBMBD1Q//Z34d9bjd+2N2Fb7VdxD63G99qu5gkiuRRJADQgQHZ27VUhdWkIKooUR9NO3z6BQyN96K2onFBU0Y55PuFw+Gco2JktMVmUD+qQ+goAyC23V/f1IjH7t6BTasbxJlmucAwDGzGRKp6sQwayYYUAGi2K4v8pYJ87szMTNKw2MVEGpXhFmV+WSbIbrPz588vSS0qFUSUJEijuLjBAueWe8A66xELzEFj4CMKs/0XMXT4f+C9eBTTnacQnh4TzRpjIT98nAEcccIiO1AWA9L/5Gp7FBoVod0mJ5/+2lRnxvoqI+ZCcfRPhnGgfQ5z82myR3/Zj7aREEqNGrinI4q7zASuISJW58+fV9UxUllZCYMhEcMgIzFKCIwF0P1sNwb3D2L4tWGMnxxH1BfF3MAcWCcLBgzGToxhcH9uJn3kuvItiILBoPQkk2a//kAAXT4fDAyDLp8vyYtIXlQtQKbf2traxIaCxSIQCEjqh5QIInl6TN6K39F3RnH6rMxcCZ0mIVxy8QsLBAIYGBgQb9uymF0mcP3qBonPULm1BPfevAX33rwlq+GuckixRhY955Pu7m7J52etvTHr11pjq5fMP1tKGxOJp1slBzbLTHq2kIXVsVgsL6ndhaCCiCKB4ziJeImV1cPkqMbq9z8G5/U7YG24GgAQDwcR9LrhuPqdoj9R067Pw2At5+uKzh5G3JpoISZFVr4JBoMSz4+rVaTLAOBrd1Tjwa0OfOduF374oQbemXo+Tt8+EhTFkEELzITiONA+iycPq/OruZoYMBuJRFRdnWo0GtTVEV0qKs/VQt1QNBiF2WVGxQ0VMLvMcGxwIDAWwHQXb3wWDeY4SHERI0RnzpyRjISQC6KPN6zCbpcLe5qa0WSxIMxxaLJYMhZTk5CvtxQH30uXLkkc1ZUIImFmmZAek7fiP3f4J4rTZxpGA4clkSLNJX3U09MjsUKwZtFuL6TM2oY8WU+2V0IJsTaPx7MoTvpkm7qO0UrqgNRi1BnQSLTfL5UgikajkovMpeouIykr42C1Jj5XSxG5pV1mFAldXV0YGRkRb8fmc9gmexXqb78fM30X4B/uRSzsR9XWe1BxzS2S5wst+M7NOxDze6Cd5V/r1KlT8Pv9ea8rAfgrevLksk5hu71AY7kRD20tx9PHJ7CjhTddfPzdTnz/9XFE4hzaRkKws1pMBhLvMRdSl0+vK4nBrIvDH+WvQVpbW7F582bFz1+1apU4z4iZZURDRSUItUGxQAyT7kmMnxyH3+2Ht5XvCgp7+fRo1u32ABACmHAiQpSU5ssRsjDfCkBeoipEfgDgU1iDH/R0i0NclVAOBnZwmCTeb/v27bkvPA2XLiXGcOg0eljZhbsWhbSYPD22/fq7EQj5EAz7UetcrTh95rDUYHS2P2k9aunr6xO3GQAWvfp6mXTDXOVMzM7hWEcntrU0ZyWa5GKtv78f69atU/06mSCFxOqyOhi02UfMAKDFsRrdU3z09vTp04jH49CorNFSS0dHB+bmEgXuDfULH++Gh4N46cUR3HlX1YIjOpTAMEB9QwwXL/B/s6IXRH/913+dr3Uk8c1vfnPRXpuSntdee03c5jRaxEprEZwcwdipg3Bu3oHpztOIzPEn0unLb8NQYsfAH34Gk6MGtds/LAonAIgaDTAM8ieySCSC48eP47bbbsv7mslwv1kXR61F3dVM70RIjAId7/WhbSSEB7c68K7mEjxz3Iv1VUZ8/X3V+PXZKZzs96N/MoISo7qDvoYBrrLFcHZCk7RmJUgiLiojRIL3UGAsIE6597Z6RaEUDUTBgEHdzuyvZOVryrcgIg+GTeCHoKbjwOiIaMx4AzEcdyGaAQjvstidkaQAKTNXStIi6SCLqQXGJt1iROhc13Fs33S3oplmAGC3JGTl8PAwZmZmUFpaqui5JGR9oEmnhSaLVqRyawm2tTSLnWS3bVifUvConXYvh5WJtaGhobwKomg0KhnivM6R2nlcDescq/FS9+sAgOnp6SVpQSc//3o9h6rqhS/AlE60V0NDQxwX54OXQ0ND8Hg8qKnJrfkjEzkJor/6q79a0EgsW6ggKgxHjhwRt2O2OkCrw/Cx38B78Shm+lpRf/vHMXHhdcTDQQTGBtD30o8QmfMi5PUg6PXAUr0G1ds+AJO9ChxbhrjJBk2QT8m8/vrriy6Imm0xVfVDAD/ctW0khPVVRnxwgw1DU+PoHAvhU7dUAIDYdv/49kpxfzU+RAJry6I4O8FfLV64cEHVlZ5EYPgAxACovBAXhNFUxxRmOmfg2OBAWUsZ1j6wViy4rtlek1XbPVk/pNPp8nrQGh8fl4xaSHa+Sg/ZfbZQtKgJCUE0NDQEt9u9KOaSgFwQZeerMzbpxr89/zcYmRxCS8NGVNlrMTk7hrFJtyJRZDdLXbEvXbqEG264QfU6SEFk1mXv33SsoxNneviIlcmgTyl4lEaS0qFlGJi0GgRj/EVTvps95Ea068rXZNhbGU1l9dBrdIjE+ZT2yZMnl1QQ1dbGocSWS5hkv9BEezXwnWYchFmSb7/9Nu6+W10DgRpyjrtxHJf3f5TC4Ha7JYWGMbtU5Ye8w5juPC3WERnKKhHxC4P3GIS8HtGXiL+LQZR4jWPHjuVtTAAJWZzabFNfB/PQ1nLs3mhDvV2Pp14fx0wojiPdPvzLoVGJg/Wjv+QP1t++y6XKhyjV2ubm5lTNNSMFEQMmK4NGobi6+1fd8Lv96H2uV3xMqDPKeqgrESFyuVyqjCcXQl7Ps5AgEuqJPt6wSuw++8/+vgWexQ+KJbU0mfrIJ9FoFP39/eLtMpkwUYow8BUApmbHMTI5hHNdxxW34FuMZdBpEsX62c73Gh8fF7dN2uxPKdtamsWOsvW1NUm+RIB0tEe2mIizO7n2fEBGMk06I1bbcvfi0mv1uIo4ji526igQCEhqypR2lymdaK8GlgWcldlblqglp6PWoUOH8rUOShFA/j05hkG0jD8JV2/7AMJzk/APdyPgdaP6xj+C1sDyBo3xGBitHtXv3AW/uxOBsX6EZycQnBzhZ545GgEP3x3k8/lw4sSJvLpWT01NSQ5qDSXqvTIay40oNWmx76x0qvLpgQCOdM1iJhhDU4UBbSMhPH18At++K7uogXxtnZ2diiMQSUXKswCU2daICKLHscEBjU6Dxl2NAHihFA1E4dzizH6oKxEhWrUqP+FyAfJqtRKANU26jIwGCfVEamDBwAUOQl/ayZMncc8992Sx4swMDQ1Jat5sCuqHUiHUDgHAjVffhrcuHhLvVwLDMChly+H18SKYrAVSQ74EkdBRBgAvnDyTU2osE0ZijfkWRGRn1jrH6qz9h+RcXdGEixP8/8e5c+cQCATE8Uj55vz58xKX7cWebr8Q9XVxjI3yf7NTp06B47hFy0zlJIgWs+iQsvSQgihWWgvoeaUfnhmHb+gyuFgEc30X4LWUITDWj5B3GKyzHqvf/xgAYKrtGMLT4whPj8NgLUf97fcjbnEibiiBJjwnvkc+BZG8dbZBhf8QyUNby/Hs6SnMhRNf/jiAb77oQdd4GHesK4FBy4hF19lgNXCwG+OYDGnEtd96662KnmuxWFBRUSEewNUWVgN8cXU0EEU8GIe51gyjg49yeQ57MH5iHM4tzuzTZjOJzXx2mHEcJ4nUZIoOyUd3AHy0SGAwEFgwbbYGEAXRqVOnFqWAVS48rCZHVq/jtLvwwJ2fF2+3rNqk+jVKTQ5REJFRKzVMTU2J24YcBBFJptRYroXV5Bqnp6cz7KmO6elpiR/T1eULJ3f7Jobw82PP4f5tu0SH6lSQrxWJRHD69GncfPPNuS04DWQnG8tycDgKm7WprYtDCAx5vV709fWhsbFxUd6Ltt1TAACDg4OSuoYYUQw49OovwMUigEYHs6sZU12nERgbEMWQyV6FsVMHERgbALQ6lDRcnRj4yjCS1zp69KhkWGCukCcXk5aD05Td1UxjuRE3r+E74GpKdWiw87U+IzMR3LHOihKjFm0jIfz67JSqafdyyCiR2ivyXAqrAb6GSMfq4G31YvzEOAb3D6L72W44NjhQfWs1OHDZpc3ikIztyGdB9eDgIMbGxsTbmU4xqUwX61gWJTqdOOA11egOEvL1p6ens04jZYIUHia9BQZd/lIMaiG727IRRLFYTNKNpM9RPHZ5RvCvv30Z+0+dSyt4hMLqYx3Z+QjpiSLDmZmZDHuqQz6E9BrnwlFK+UDXdLhKKmE3JQreF9PGhLQNcNUu3biOdNTUxKHRJEQZWbSeb6ggogAA/vCHP4jbHMMg6khcWde++yO86eKa6xD1TSEe8kNjNItiCODb7LVGMxCLIjI3Kd4PANHyhCDy+Xx5tWH3eBIn7yo2lvWXt3cihBKjFrs32vA/D67G49ud0DLAXJhD1xgvfu5YV4KzQwFV0+7lVJkTgkhNDREgFURqzRkFarbXwLnFiYotFaIAEmaY1e+sR/Wt1erTZj6A4RbHlFE+IytVMk4QOQAvigThI0AKpYVqiuohrVUnTw75gvzMlhjL8v76aiDf3+v1qr5Y8fv9krpPvdqOBhkvnWrF+MycOLssVR2R4GqdbWE1KdryKYhIkVJjqUAFu3CH4/3bduFjN+0SB7qmg2EYXFOR+H3ffPPNRam3DYVCEk83cnxGoTAYIBkqSwURZVHhOE4iiGK2OoC4ai1ddQ1KV12L6c5TEMpOrfXrJKLHZK8CW9UIANCXSA8EcYsTcWMi1US+V66QoqKCze7L2zsRwsP/3Yd9Z6cxOhvFw//Vh2+86EGMAwxa3sl639lpHO/1o2s8DJtJk3XqrIKIYOUiiNQUVQvF1IGxAFgni6seuAprH1grCiDHBge6n+U9jrIa7ipbSz4FkeRqFYApRf2QkCr7z/4+cWwHGQ0CkNKdOhUGMCDNBxZDEJF/d7NBWZt7piGu2Qx4FZDPT1P7mQzIIm3aHAXRnZs3oKK0BOvreFGeKhKUa2E1uUY1jvGZiMViEkF0rTO5C6xvYgjfeeF76JtIuKfLB7pmYgPxmsPDw4syxqOtrU1SP+RyFV4QAdJ1kI71+YYKIgq6u7slX65oity3c/MO2Jp5I0Fb82bUbv+w+Jgw6V5Aa5ClABgGUaL99OjRo3lziCVNJCuyTJc9fXwCXeN899uZQT+6JsLwh/krkndfVYI/vdEBm0mD6SD/+tPBuOp5ZqnWODk5qeqKXNJpFmYAhU8lO8hIcSQw+tZoTh1mZLTKarXCZlNZ7Z0GjuMkEaLGNPsJESB/NIYunw8lWi1udpSnjAaRHWjpIJ1jzp49m/eBmuRnVulAV8Gl+se//fukER3CY//8iy+jo++MqrXIBRm5NiXIBYU2h/zKxOwc2oY8uOeGTbBZzOIYj3QdZ9lCrjFfgujixYuSaNMG51VJ+yhNj6VjnWM1dEwifnn06NGsXicT5Hw9g4FDeXlxdH3XEIJodHRU9edUKTkVVWvn2xcZhpGoSq0S04IMyF+Psrj8/ve/F7c5jTap3R7gI0BBrxvh6THEgj7MuS/j8i//HrGQD1qjBZE5Lxg9X6QbCycfZKLlTTC4+VBnOBzG66+/jve97305r50sirQZsztxPbS1HO7pCLrGQmD1DM4Ph2AzaRDjAH84jp++NSGKIQCwmTRZ+RABQJlsjdPT06isVNZ2LRnfAfCRGQXd/0IKrGZ7jSiOZjpnoC/RY/rSNAxlhpw6zMgIUW1tbd46QDwej6QLKJ3FneBS/bcdfKh/LhbDG97UKU3S0TodjcT2zMwM+vr6sHp17gZ7AmRNlNmgLNK4/fq70Tl4HkPjvXju8E8wNN4LALj3PZ/E9uvvxsn2w/AFZ/Hc4Z/gKx/fq3gtRh0LrUaH2LzHzeioupE05DgVAFmZMgoItUGdnhGMz8yh0zOCB979zpzNGOVoiSXG43HEYrGcz1mkfxurM6K5LLmOTkiLLZQeS4dJZ8RaR6PYbfbGG2/g/vvvz+q10kF6ulVXF75+SKCmRnrcPH/+PKqq8ud3JJBThCiddxD1Ilo+xONxabqsrAFIYzVvcvAt4rGQH0Ov/Bcic17EIyFE5rzQGs3gInzIIjI3mfRczuxAnMipkyIsF8hIE5vDMW1gMoyuiTB6J/kDfCzOYS4Ux5FuP4738u9RU6pDU7kB3/+T+qx8iACA1Uk/22oiZdXV1ZKOJ2ZO2dFKMGRknSzfQVbJwu/2Y7aPj3KFp8LwDWU/SZpcR5JoywGyVoABsFCp9h2VVWhgWdziKMduV62iaFAq6iE9MOazZiEQCEjSTCa9RdHznHYXHrnnK+Iw1+2b7hbb6512Fx76oy+jtqIRu7Y/rGo9DMPApEusYXIy+bubiSRBpOrZUoTaIGcpLxLHZxLdZLnUDMmRu5zn4+KbjNZcW3FVynb7dOmxVKm0dGysbBG3L1y4oPrvlQmO4yQzFquriyNdBvB+RDZbYj1kN18+ySlCdOutt6a8Gkx3P6X4OH/+vKRuIFqR+qATnByB1sDCYKtAeHocbFUjfJ4uUQRp9CYwWj3i0TCqtqb2QYlWNMMwwJuKnTx5EpOTk7CrGK0gh+M4qSDSZSekBadqo5YRp9u3VBkxFYgjEuXQPxWBndXinz5Yi1uasm+7BwCT7DipRhDp9XpUVlYm/l5ZZBBYJwvLKgsCowHoWB1g4U+KfrcfnsMerLk3C2ddYh35FERk+L4SvE9QJt7wTqA/EMANdjvqWFZSWK3Gsdow70c0OH/73Llz+OAHP5jlbyFFfgJTKogAXvhsv/5uHD79ArZfLx3R0bJqk6rIEIlRb4YvPJ1yfQshTyfmctwnx3esr6uBUa8XO83y6UUkXyLpCZUNAwMDkg49UrQoQUilAcDX7v5sxn2vc7bgF20vAkgM4r7rrrtUrjg1Ho9HEnFXMq5jKamq4iAsT81wbDXkJIheffVVVfdTig9Jukxr5AuqUyCM7zDYnHBc/U44rnknxk7/HoGxAXCxmDjfDAACw72AbOgrAETL14iCKBaL4dChQ9i9e3fWa49Go5KrO6M2uy/wQ1vL8XrXHLrGw9BrgUgMKLfosMFlwI4WK775Ow+6JsL45u88+MnHDFlHhwDeGoBEXpS6EHV1dVkJInI0R/3OeviH/PC7/WJXmfCYauIACE2Xz1EXZPheSYxHaLcXfv5nfx8OjI5iNBhEl88HTyiE0WAQT1xz7YKv1QCIgiiXSfBy5ILDqFc37FioF+ocPI9H7vmK4rllmTARa8hZEOWwjonZOfzitTcxPDWNm1qa8m7IKCBfY641YmS6TMNoJN1gSlCTSnOwNtRbqzEwOyy+d74EUUdHh+R2ZWX2/y/5HvQKAJVVcVy6xF9RdnZ25iXVKYcWVa9gotGoxIwx6mgEFnBWDU/z9Q/eC0cx3XmKrykK82dExmBCyaprEAv5EZxMLnrjjFbErIm8b67dZnLDvFwyrZEYN/8TsM/n3p457sUTLw+jxsanELsmwnjysLoaCzlx2RrVfqFJwcH4lJ1+AmMBdPy4QyycZp0sWh5pgXOLE9EALyiz6i4DAL+05b62NvdRBQAwOzsrKfRX0rdWx7KStnv/vFgWxJCwrQQyPefxeOD1etPuqwZ5m7dRp/z/fGzSjUDIhyp7LYbGexWP6FgIA7EGtW3o+Sxv2H/qHIanpmG3mPOWHkuN9HuT6+9ApstaHI0w69V9j9R0mgHApsrEMNoTJ07krTCcHIFkLY0jFyNsYdDrSy/mr/i50pkQaMFgEAMDA3l7bQEqiFYwp06dkoRIoxXpbe+qt30ARgcfQfANdyMWTkQ24uEgGK0eXDiImH9GOs9MBtnB1tramlO3gFarlYToY1ke154+PoH++dohs4HBZCAGf5jD+ioj2kZCODWQn444AIjmURBBYdmP57AHfrcfOosOjg28KzLrZKFltRg/MY6OH3eIXWeputAyIltDviJE8hoBpVaPZGeZeX6eWpPFghqjUdxWglyA5StK5JMJMnKW2EIcPv0C3mo7hDJrBSwmK+qr1Iy5TY9em4h4yte3lIzN8DVtAVldUv7Jn4ibnJyUpHY3EmJlsSDfIxQK5W22GSmISN+fbLjzrirs3FmJG7aU4emf9GF4OHfRViFbE7nefEEF0QqGTJfF9WbErdUZ97dUr4HB5kTI64HP0wXGYILZ1QyjoxpcLAItWwLnDTvhvH5HwqlaRtSxGhxxhfbKK6/k9DuQQ0RjXHYBe2G46x3rSsRjZddYCOurTWiw6+GP8HfaTBpx4n22yNeYU4QoyAAK6kFrttfA7DIj6ovC2+pNul+oHwLUD3klo1RGoxEOR3ZjKOSQgsgMQG2lmRAduqOyEo+uacI/brgOu10uPLpGmYgoBSMZFZevIk6Jq7PWqKrmZvv1d+O6pq3oHLwAX3AWh97+TV7WRAoicn1KkK8/l9PoPTdsgtlgQDAcwS9eezNlm/3E7FzOLfjyNeZS93T06FFJhGmjU139UDbUWatQzpaJt8mUXS50dXWJ2xUVuaURhUGvJ09M5S1SZDBIC6vJ9eYLKohWKELru0CsfDXApP44BCdH0PN/T8F78SgYLS9Aor5pPiIUnIPeWg5odIgF5jB2cj+cm3dITBsl6FnESxMn9VzTZiZTIj8diGZ3YGssN+K7u+tRYtSK4mc2HMe+s9OYDvAFl3otsMGVey48KFuj2gGNNTWyOh8FwSvWyaJxVyPMLrMYIRIwlZtgqjSJ99dsr1HnVk0EFKqrq/PWTEEKkDokdwalQ+gsM8+P6/BHo/hW20UMB4OKzRkFyAQG6d6bC2QEhhQiCzE26cb+N3+Jy4PnEYtHodPqVXeUpSMXQZTPOW9NNVX48523obrMhuGp6ZSjOXId25GKXH4HUoysKnXBwebHgysTDMNI0mZvvPFGzp1ys7OzEouLfPkPCZGiO+/KT4s8ua7u7u68vCZJTkXVShkeHsabb76JwcFBTE9PK6rq/+Y3v7kEK1u5nDx5UnJwjjrSXzkPH/sNP6cMDDgAjN4ALsIbGUZ8Mwh554t8NToExgYwduog6m9P748RLV8D7QzfYnrp0iW43e6sUy12ux2zs3yofSacn5OxWQ/MheIoMfJmjEYtg1CMw5FuPx74WS9+9kBj1oXV8jWq7bKrrpZF8XwAFJgdj741Cr/bj/YftaNsbRlWfXAVPIc9YsTI2+pFWUuZ2KKvGEIQJYm1LOE4Tjo+QMVzBZ8hocPsjYkJzMVi2NvViRvsdkVdZuT7Cr0s7e3teRn0StZ76DSp7S1SIaTLAIA1WnBV3bVwlOYWrRTXQdhsqK1HSarjy3Et5dYSfOTWm8R2ezmZhr4qRb7GbP+mfr8fJ0+eFG+r7S4jUTrkVWBT5Tr8oY93xp6ensb58+exadOmrN9f7nqdr4GuQqQoXzjKOQg6SO0sSCUsqiA6f/48vvzlL+PAgQOqn0sF0eJCFlPHDRbES5xp903UC3EIe6WplHgoEaIwVzciFvQhPDuB4ORI2ihR1LEKht4jYOZDza+++io++tGPZvV7lJWViS2vM5HsBZEwrHX3RhtO9vvFmqKmCgO6xsPQMHxBdP9kBE8fn8C378pOwJFr1Gg0KC1VNrpBoLS0FGazWWzXZ3zKpt4LEZZ4KA5vqxcGuwE122sQDUQRD8YRDUTF0R5qIFNmSWItS8bHxyVFzAudHlK11AtDXediMZRotYjE49jn5p2dFzJmFCD7Lefm5uB2u3O2FZAIojR+X6nY0HQjzvecADig1tmIc13HYbc6ce97PpnTegCpMAuFQuA4TnGkT57yXWwPuXy04MuXmG2n0ltvvYVwOCze3pRD/ZCa1nsAaCqrh0XPwhfhj82vv/56ToKIFBcaDQebrbha7gXsdunoo1AoBKMx+65fOYuWMvvDH/6Am266CQcOHFBkwkhNGZeOSCQi6YyIOVYnm3OkQWe2oaThaujM0tCwRm+Ef7QfIa8H052n0hZV8y9iQoxIm+Vi00BGWKZC2X+cnz4+gX1np9E2HMTj250oMWowF4qjplSH9VVGxOfnmt2yxpK1S7V8jTabTfXVKcMwUuGhsAa2bmcdHBscMDgMsLXYxO6ytQ+shcFuwPiJ8exGdxApu3wJokuXLkluLyQ9hVlm+9xSY7ubHeVosliwyVYGTyiEJosFNzvK8bcd7fjbjva0E+8F5PEu+bqygRzVolURIXrr4iFMTI9gYmYEJoMZ2zfdjQ1NN4ojPHKZZ0YKolgspir9QtbwAfkpV06XFstH/RCApAuIbAUReQytYO1wlWQfsVM65FVAq9HiOmK22ZEjR3I6d5IdWzYbhzxmQvOK3Z74HTmOw+DgYIa91bMov/bMzAw+/OEPw+/3w2g04qtf/SpeeuklAPwB/YknnsALL7yAp556Cjt37hTvf/jhh3Ho0KGcC20pmTl9+rSkViDqyDyWQGvgr7qNjmqs/cjXwJbXIuqf5kURo+ENGSMhIMpfLTFafdqiaoEY8Z7t7e1Zd5uRJ+HRQPYf54e2lqOpwoC2kRCO9vhQZeUP9G/1+fGJbeVYX2VEOAY0O405+RCNEGvMNsUkER4KG+BYJ4t1f7YON/zVDWCrWIkAcmxwpKwvWpDYfGF3qnXlAOmHYgVgXaB+aLerFndUVmIuGpWInDe8E+jy+WDWabHb5cK311+NN7wTODA6igOjo0kCSg4LRlLMLfdpyQYyQqTVqA/QV9lrsfOmD+He93wSrV1v4fCZF3hvonl/omxa8eXrUJM2k4uJeB4uaNM5UwtCKV3BtVLIJWo0mqxSZtFoFMeOHRNvb6xsyal+Tm3rPf+eiYiUx+PJqaZmaCjxXSgry+5vODwczFtHWTrka3O71V8AZGJRUmb/8R//gYmJCTAMg3379omiR+Daa68VzaQ+85nP4PXXX8d9992Hp59+Ghs2bMDjjz++GMuizEMWAsb1LOILXNk4rnknAmP9qH33R2CyV8G5eQfmBtvn64oALibtSOBi0fRF1fNE7atg6DkinuqOHj2alUkjmcIY8WvBcYqDXRIay43YWMuiazyMuVAMTRUGDEyGEY4B3z8yjo21LNZXm3KKDglrFMjWs4ec4cP4laXMSISCaWHKfTQQhd/tF+uIFCMTY/kSRJ2diciAEskopMeElFiJToe1lhKcnJzELQ4HPt6wSkyl7XbVYm4+AiIYOGbCBUCwKiTXlS1kikXLKD/87rzpQ2CNFolDtTC6Q/gp31aKXBCRa1yIpAhRHkJE6dJi21qa0TsyjuGpafzitTfxkVtvymriPSna5OtXyvnz5yWeTbmky7Ll6vIm6DU6RObn0B05cgRNTdlZMXg8iehwaZbpMsF7CEBe64ZIDAbAZOIQnL8Qy7cgWpQI0f79+wEA73nPe5LEUCre9a534be//S0YhsFf/uVf5tUZliIlHo9LBFHMvmpBBTHdeRqBsQFMd55GcHIEw8d+A0ZnBKMzABodGJ0BWjZxYNKZFdTF6FnECZPGbFtHSVERjjOYDGV/lfb49ko8uNWBEqMWB9rnsMFlglHLoIzViOm0XBnxJ75y2QqibCJEqfyFhl8bxvBrw4gH42JnmSofItl752vYIik8lEosIUrUOj2NfW43vtfdhf5AAP3z9UWDgYBYa/TxhlX4ass6RcXV5Pvno82XnP2lWcAElcRpd+He93xS4kxN3pfqcaVoGOk65PPJMpEUIVL97pkh02RCwXWmLjQlkKf7bNNl5PHKomfRVKbEOjS/GHUGrCtPRNrfeOONrF9LIohKsxNEqTrKFiNqRK6PHDuVDxZFEJ0/fx4Mw6SdZp6qy2zLli3YvXs3wuEw/uM//mMxlkUBXwdBtlemmmwvx7l5h+gtNHbqILwXj8Lv6QQXDQPxKLhoGLEAH8LWGEywuJpSOlXLiRLvLU/jKaW+XnogGvKpP8D1ToTw+X0DePLwKHa08LPK7lhXgraREEIxDm0jITSV8+m0p4+nnqKuhEAUGA8mvnLytStFEiEKMoCCUUykv5Cw7R/hFQ0HDrFADAP7BzCwf0CxDxHjT4hPvV6f01w6gdnZWclBTqkgEqJEgiN1tdEIm04Hq1YrGjWmqzXKBPn+Xq8XExPZ//0BWYQoi5TZYiBfB1nntBB6vbQOKt81oGQ90cQsP+z1zs0bchr2SkaI5OtXvC4iXZZumOtScB3he9TW1paVo7rf75cce63W7P6GQkcZOapjMRyryfWNjuY2OUDOoggiYR5OQ4PUX1YIT6ab3/Te974XQP4moVOSIb/InEYnKW5Oh8lehfrb7xfTZY6r3wl9SYqTH6OBqbwO052nMHxsYdO4WFlCEMVisawcVysrK1FSkohO9c2qPzAJBdX7zk7jiZeHse/sNAYmI/CH+S+eP8yhxqbHg1sdOaXMBua0ElPK5ubsDuhJkRgFwRzSX0jYXnPfGlTfWg2dSYexE2MYPzEOBoxyHyIiQlRZWZkXTxp5HYSaJNxuVy0a5qM+YY7DdDSKWeLiSyiyvtmh/G8of/9co0SkIJJHZvJBNsXVGlnqTk2ESC4o8lFDJDAxO4dgOIJNqxuwraVZFEdtQx7cfcOmrNJl/BoT29kIooGBAUkR8nWVazPsvbiQhdUA8Oabb6p+jbGxMcntkpL8/Q3z7UMESNcnX3uuLIogEsKQ8nCk1cpffacroC0rKwMgLfCi5BdSEMVstQvOLgN4Y8aBP/xcbKVvvOuTWHXnnwFa2RUuF4d/pEfxWjjWhrgxkV4j16YUhmFw1VVXibf7ZtVfdQtO1bs32vD191Xjwa0OfP191bhjXQn089+Qt/p82NFizamgun8u8X9tMBjyEiECoNic0bHBgY4fdyDkDWHNvWtQ1lKGNfeugfNGJ0yVJtjW2sCBQ832GmXt98T75itd1tOT+PzoAKiRn3Usi7+95lrsdrmwp6lZ8vPjDatwYHQEXT4fDowqv1q1ASDtOMn1ZUM+IkSZRE82xdXy6IaaGiKDQTp6RD6rLxeOdXTiTE8/TAY9yq0laYut1ZJrhIgUHRqGwdXl2dXt5IMyUykaShMXL9kIIjJjAAAWS/7+iKmiRrlCri/XiK2cRYnZOp1ODAwMYGpqSnJ/XV0dpqamJFOsSQTVna9hdRQpXq9XYngXU5j3FibdT11+GxqDEfW3P4DpztNALAowDMzV/AHB7+kE4jGwznpUb/uAoteO2euhGeZrxo4fP56V+V1TUxNOnz4NAOjNIkIkOFUL3NJkRe9ECC6bAX//fhe++lsPQjEOn/7fAdzeYsXj2yuzEkakWFu9enXWBZ0OhwM6nU5sj1ZSWB0YC+DSM5cQ9UXR+1wvNn1lk/jY6FujCI7y37npS9PQsTpF5oxkyqyyMj8mgWSEqBKARqFDNelFJPgM3TCfwrshh1QeAwZV4CC4tOTqjpttUTWJIHoAJPkQpSq0Xgh5LZMaQZQUIcpD472QGltfy5/o8z3olaxzysbD5vjx4+J2c1mD6mGu+ebaiqvQP8OnuE+cOIFoNKrq2CJkdACAYbichrouBWZz4jPm9XpV+WYtxKJEiNat4yvu5V0Z119/PTiOw0svvZQyLPvLX/4SQP4GRFKkkK6qgHJBFJ7jvzCROS9CXg96Xvg+bM3XQ2s0AxyHqH8aUf8Uv7PeAIMtvcmjnCixhsnJyawG9gmfNwDw+LXwqTRo7J0I4VsvuvHsaS/es/cS/uwXfXjy8CieOe7F918fx5ZVZpTOu1bvOzuddR1R53TixEOuWS0ajQYVFRWJOxREiDyHPYj6otBZdGjc1SjeHxgLwNfHmxkZ7UaYKk0IT4ZVF1Xnq8OMFBxqYk5K6oPuqKxCk8WCOyrVRbPIvXONEJH1OWqKqkm2X383tm+6WxQ9ZMQom+JquTBTI4g0Go1EFMWyDBEJxdNdnhH84rU38WZHF0739Ev2ydfYDjJCJI9wLUQoFMKZM2fE29dUXJV+5yXi2oqEYPT5fLh48WKGvZMhAxcmE4rWg0iANSe2Y7FYVrWn6ViUX33btm3gOC4pfLdrF286NTIygoceekj8Q8zOzuJTn/oUTp48CYZhcNttty3GslY8ZI1OnLWDMyib/B2ens/T6gzQGs2IBeYw9OovwFY18q8VCSM8PR92jYQV1xABQNxaDY6opcimjuiaa66R3O6aUXeiefr4BJ457sVf7x9G10QYB9pnMReKYX2VEV0TYRzp9uG966ziANiZYEx0tlZKIAoMEimzq6++WtXz5UhSVAoEkVA3tPbBtfC2ekXB4znsQWA0ALPLDH2pHsHRILyt3oWLqjkk1RDlCsdxEsGh5hV3u2qx2+XK2Eov+BK94VUnaMl19Pb2Ih7PvpeKFES6LFNmctGTiwcRkFtRNSCNsmSbMhPEzkunWjE8NY3qMt74lRRA+UqZkaKNnIWohLNnz0oE4zUV+Y1eZUOjrRasLvE3UHsMJe0DTKbiN0aWr3F6ejpvr70ogkjoLjt27JgkHPf+978f1113HQDgF7/4BaqqquByuWC32/Hv//7vAHjF/oUvfGExlrWi4ThO8kWJ2ZS3fAsRH63eAI3eBI2BRWBsAIYSO5zX7wCT4ko3Me5jATQ6xIgcuDyKpQSXywWbLeGcfXlK3YlmR4sV66uMaHZKw+c//FAD7lhXgga7HnOhGB7fXokSoxb7zk7jycPquhu6Z3SSgmq5iFOL3ItIKWNvjUm6yARTxsZdjajfWY+KLRVwbnEuXFQdBph4flNmExMT4lw6QF2EiGQwEMDerk6cnJzE3q5O0awxnYHjQpC/WTAYzKnVV2rMmF2Hkxx5xEgtGkYrGZ6rtmSBFBWxLIuqBbEjdJB95NabcNuG9RIBJPgTZVtMnWqNalNm5PGp1GBBrTU/qeJc0Gq0WOdIpLhzEUR5nIKxaMg1LHnMyJVFEUQ33XQTHnzwQezatUviKcQwDJ599lm4XC5wHIdIJILh4WHE43FwHAedTocf/ehHOV89U5Lp6emRtGTGbMpnMhnmO8pigTlE5ryIhwOiSGKrG0XxozFkl3wmxVlra6vqAzLDMBKBcXlanSD69dkptI2EUG7RoqmCD6GXGLVoLDfCZTOgfzKCA+1zePi/+zA6y9ftzIUU9LoTXCJEmtVqzXkmlkSAKEyZDb82DA6cpIvM2+oVTRkBQMfqULezbuGiatl75kMQyQdMKk28DgYC+FbbRTFlJqTP9nZ1ii33QKI1X4lLNYn8N5OvUw3SCFF+BFEuHkQA//3RyuaZqSEfgkgQO001VaLoSSeAch3hQa6RVVkwc+rUKXF7XfkaaJjiyC+tr0gIoo6ODsng7oUg9zUaiz9CZDBI16jmd12IRTPC+MlPfpLy/ubmZly8eBFPPfUUDhw4gOHhYVgsFmzduhWPPfYY1q9fv1hLWtEIRccAwDEaxKzKaz6qt30AsXAAs30X+BEdALhYDN6LR+G9yM/zYXQGxKNEwagKcRSzJQ7kkUgEFy5cwDve8Q7FzweA6667TjQmuzylQzQO6BQeq0hx85OPrhKjP8+e9uKVS7Ng9QwCEQ5d42HR1a3EqC4t104Iog0bNuTcop6UMuOATPXHggCSd5A5Njgw0zkDxwYHBvYPYPzEOKKBKNY+sEAr8SKYMpJCwwC+w0sJ+9xD6PL50GSxSFJmo8Eg+gMBtM/OYjAQQB3Lio8rcakWsICBBZw4Nq63txc333yz4ucLxGKxRYkQ5QOdVo9onP/+CoODlWI2J4o6ovlsM5tHKLLe1tKMcmuJmF4DkNWgVzJlpkYQzc7OSmocWxYYebQQaifcZ4JcSywWw7lz57Bt2zZFzyX/3ipLqgqCfI3LQhBlwmq14qtf/Sq++tWvFuLtVySkIIqXOJNb5jNgsldBa2ARj4RgsDlRUrsWc0PSQZecIIYYBiX16xV3mQEAxzrA6YxgoiFxrWoF0caNG8XtUJxB36wWTTZlURxB3HSN879DqUmLZ457cejSHCYDideoKdXh0++qwI+OTeCPN5YpXls0Lk3jkWvNFjIiw8QYIAJeRaSBdbIpO8fICJGQNmEUdHaRaTqbzab6SjsVpCCqVLgOABKRI7hP72lqxsnJSbTOzKA/EMB/9vehRKeTdKGpwYnEHN1sC6vl/mt6XX7zE2OTbhw+/YJkvIdS9FoDghH+N8xJEHH59qpGkgASUmjZ1hJFiQgRufaFOHfunMR4ssXRmNX7C6idcJ+JKnM5yoxWTIX49NGZM2cUCyLyc6nTF3+ESKsFNBoO8fmUfT670hcl3nfu3DmcO3cuL7N/KLkTj8dx9uxZ8XbMmt1QUQBgnfXQGs0o33gbGIMJjJa4ymU04jCjhWaZSWAYyZpI8aaUtWvXSkL3bZPKBd/j2yv5AurxMJ4+PoGHtpbPexFVocGuh3b+vDwbiuNojw9tIyEc7FCet+6Z0SJM1NvkQxBl40WUCtKw0XmjE2aXGc4bFSSr8lxQDQB9fX3itvI+RT4VtqepOWkUxxveCUxHo2iy8M0D+9xufKvtoqr6oVTrIdepBvmVrF6r/nJ8bNKNn730Xfzspe8mTbnPpbhar02IM7VdOxZLojkjXxEiMi22vrYG1WU2sQ0/11qiCLFGcu0Lce7cOXG7zGhFBZubM/t71t+Mluo1eM969dFGOQzDoNmeMEJubW1V/FyySFxXGMNt1ZCuAmpTvBlfN2+vRLBp0yYwDIPPfOYz2Lt372K8BUUF/f39kkp8sohZKULExzfcjenOU9AYTODCQejMNsSjYcTDAVEM+YfVX0HHSmugm+wFALS3tyMcDqtqidXr9bj22mvFoseLk3rc3ajsi9JYbsQPP9QgiqHGciMe2lqO7xzwYDoQQ2z++DkX4q9+1TpWX5xMiEaWZbF2be7OtikFUZn612GdLGq21/Bt+SqGvC6GB1F/f6LNuiLDfqk4OTmJH/R041Or14i+Q0Lk6GZHOQ6MjqCBZdHl82Gfe0h1lIgURP39/Vl5nyQLIvURosOnX8BbbYcAAKyRP5kLnkTbr78bgZAPgZBPbMFXio4QZ2pTEKRTfL4E0aHWNpzp6UcwHIHJoMfw1DTahjxoqsk9NRslugTJtS8EKTKusq/K2fvmlbY30DHcjVfa3sC2ps05vRYANNtX4eS8p1t7eztCoZCionGJN9YyEUTkOtU4qy/Eoggio9GIcDiMG264YTFenqISsrCdA7PgdPt0zPa3ITLnBcAgHubDlFE/L7S0bIk4z0xrYEVXa6WQg14jkQguX76suhNr8+bNoiDqUFlH1FhuxLfvcuFI1ywe/WU/6u16HGjnfx+9BojE+ZQZAFE0KeXipDRdlq0hI4nFYkFJSYl4NZ/N1HsBoeDaucWpfGwHcc7MhwfRzMyMpCNVTYQIAH7Q040unw97uzpxg90ups/2NDVjb1cnDoyO4o7KSjSwZpycnMTJyUlVho3kevx+PyYmJqReUAogu3mA7ASRIHqEbfJ+p90F1mjB4TMvgDVakkwbM2HQJqKr8nUuhDCBAAAiOVgSkLVCJLmmyOSQEaLSUgWDqAFEo1FcupQoE1hTlltTBADcv22X5GeukANmo9EoOjs7FR1DydmiBRrJphqyBDPVbNSsXzdvr0QgHCDVml5RFgfSqCtutgNa9cWcw8d+My+GAMhOvEJdka15M4yOGkTmvBg7dVDV68dZBzji20iKOKVcf/314nYoxqBbhR+RYM74//utG20jIbSPhHDHuhI0VRiwtZG/EtdrGdUt95G4tMOMXGOuSKJEC1zUZ5piL6TN6nbWidGiBY0Z85wyI6NDgPoI0adWr0GTxYIGlk0yaBQ8ij7esAqeEF9o/YMedY7TcoGWTdpMLjSMOvV1V067Cw/c+Xk8cOfnk6bcj026EQj5cOP621S34BuItagVRKTlRSSHCBFpvHj96gZUl9lw/eoGcWzH/lPn8K+/fRldnuwHhcY5TtJlRoq5THR3d0siKatVdOmmY1V5Le7ftgs/P/Yc+iZyH1dVW1IJPeEpRU4lyITgeA8UvymjwLISRFu2bAEA1Y6ZlMVBIoiyjA4JbtUA+FohQbxodWCd9ZjuFNpROdiaN8O5eYe6N9BoELckTjvZfHZaWlokRZIXvcqFn2DO6PUlDg5fu6MGrzy2Ft+524UHtzqwrkr9Ff3lKR0iRP3Q5s25h8YF1JgzktPu5ZAF123/1obh14YxsH8gaT+RGMCEEr9TPjrMyGGZGgAOlc+/wW7Hjze/A4+uaUoyaCRrjO5z1cKm0+E+FV1mAGAFQH6aBgcHVa5QaiCn0+jzPu1eSKdd6DkJ74w6nyxSnKk1uiOjLOFY9hEi0nixbciD4alpvHSqVYwctQ16MD4zh5dOKa+PkSNfnzA/cyE6OjrEbQ2jQZ019888kCis/vmx53J+La1GK5lrplQQkeRnAMYSwCREbS5GqXIWRRA98MAD4DgOP/vZz/Ja8ERRTyQSkXTvkKJDKcHJEfjcRIE8FwfiMV4YxaKY7b8IfYkDM73nEfIOY7a/Lau1xi2JuEA2U8V1Oh02bdok3r6gsLC6dyKEmWAMzhIt5sIczAYG/ZMRPH18Qkyh7Wix4mt31ODBrQ48vl25qCTXUFpamvWE+1SoMWcki6fT4TnsEWeaZezwkomvfKTMSEFkB6BVeWgWzBgBPiK0zz2EwUBAYtL4tx3t+O/BAUxHo7jkU1c4rAEjGTQrj2gpgRyRYMgiOrQQ26+/GxaTFb7gLJ47nNr2JB2kIJLPoFwIUlREOS7rifdCJOhYRydq7WUwGwwYnpoWbxt0OtjMLO7cvCGr1weAcDw7QUQej1wWJ/RZRNlTcf+2XfjYTbvyljarJ+xUspm7l0sF2PBwEE//pA/Dw0swi5RLHB9ytTAhWRRBdM899+C+++5DX18fPvzhD+fVJ4Cijv7+fklIMW5W3xkxdupgoq1eQKMFuDgYrR7xcBCROa+4TzwcUJ0y49eWiAsMDg5mJabJCMzlKR2U+Cc+fXwC+85OY9rP76xBonD6iZeH0TYSwhMvD4t1Rqrqh4go1fXXXw9tHqsWJUJkgQgRGQXKlDoTnKrrdmZICSyCBxEpiNSmywDgP/v7RBNGcq6ZsP2Dnm4cGB1FfyCQ5FekFFIQketVCmmMatIr725SitPuwq7tD8NisuK2dyi3vZCvZ3p6WpJGWQi7rBYrlyiRkDY72t4JfziM6jIbtrU042h7J8LRKFiDIafC6mwjRGTHdF1pfqJDAJ82+9rdn83Zh0iglohc9fb2Kvo7koIiF9eEl14cwf79o3jpxexTmkrJUnMvSM4xW+FKqbKyUmx77u/vxxNPPAGfz4ff/OY3aGlpwSOPPIJ3vetdqK+vV+RZ0tDQsOA+lIUhr2w48DPM1GJrvh5Tl99GxDclfmN0phJoTWYwOj2CY0MARygPRqM+ZQapIIrFYujr61PdkUX6F0U5BpemdNhQnvmgsKPFiuO9PtzaZMH/np7G199XhXuv59fywQ02dI2PwmzQ4EjXLA52zCouqvZHpXPV1HorLYQkQhRkgBiABfSWkDoLT4YRnAiicVcjylrKEBgLwHPYg/qd9Qu6VDO+xNWZwWBIOiFmw9BQooZCef9ealKZLwqdZgDw8YZVSS36SiDXRa5XKRMTiRlqrEpBpNRjaGCkC77gLAZGurD1mtsVvz4piDiOw+TkJJxOZdHk8nLpXywUj8O00AcxDdtamhEMRxCKRFBtt+G2DetRbi3BnZs34KVTrTlFhwBphEir1SouqiZrxlxZlh0kvWYejRkFamXNKUNDQ1i1alXG55AXabk0Cd55V5Xk52JCBvry0aQivlauL9DY2AiNRoN9+/bh/e9/v3gf2ZLodrvxxBNPKH5NhmFUXaEUI4cOHcJPf/pTHDlyBB6PBwaDAXV1ddi5cyc++clP4qqrlmZKMnklyxmtWRVUT3eeRmTOC4PNifD0GBi9ERq9ASFv6gGgJfXr1PkQzRNnyySGy/39/aoF0Zo1a2C328WOpQte/YKC6GDHLNpGQtjaaMGZr0id0v/3zBTCMeDtgQA+/b8DmA7GMROM4bu769O8WoKOST3i3OLUDwEpUlV+8MUuGajZXoNoIIrJ85OIBWK49MwlbPjCBlEoAUhp4Jj0PvNUVVXlHLLmOE4iMNTWDwG8yBEYJozahPohgR/0dGM4GMxZEHk8HkSjUVUHY1IQmfTqPHQEj6HOwfN45J6vpBVFQjG12qJq+XomJiYUCyKHQ/oXC0XjGU1CM1FuLYHJoMeZnn5sWt2AQ618+v22Devx2T96r+hPJLhWqyVERIgcDoeiz+709LSkrqo6i7IDOX0TQ/jcL/4KHcN8WitXY0aBarNUnPb39y8oiPT6xDkhl/rk6moTHno483vli9giCaK8pMy4FPErjuMk9wu3lf5broRCITzwwAN4z3veg5/+9Kfo6uqC3+/H1NQUzp8/j3/6p3/CddddhyeffHJJ1kMOouSMyq6G5Niar4fRUQ0uzn9bGEaD8PQYDDYnzC5pTYy+xIHqrdkNmYRGB06fKIrOZogmwzCSTq6LCuqIBCPGDTUm7Pz+ZRzpSpguCq32Zj0wHVQXTybrh5xOJ+rrFxZRaqipkdUDZchMT3VM4czfn8Fs9yzm+uYQC8QABoj6ovAc9iiqMUr1PvmoH/J6vRK33GwE0XAwiONeLw6MjuJv2ttSmjAKrflqO8xSrSsajWJ0VF3h8vj4uLhtMqiLEG2//m7UVjRiaLw3yXiRNGfMdq4Za5CKi7GxMcXPtVgskqh/KIeUGcBHiTatbsDghBdnevpxpqcfv3jtTbG4WuhEy4ZgNLE2pbYJ8vRotSXXGCbwg0M/Q8dwN1ZX1OP+bbvQNzGE77zwvZy7zSwGM6yGxDFUSfE/2Q0eWyZxCHKdagf0ZmJRfIhuvfXWnE2rliMcx+FjH/sYfv3rXwPgTb8efvhhbNmyBaFQCC+//DKeffZZBINBfO5zn4Ner8enP/3pRV2Tx5OI4sSN2Tm7ei8cRcjLixOt0YxYKBEiiPqkHSmROS+GXv0FDO9/LKsoEWcsASL862c7Vfwd73gHXnnlFQC8S7QvwsCSwZJeqA3a+f3LaBsJ4Zu/8+BdzbPY0WKFZ4b/5m2ut8AzHUGT06i4qPqiN/H12rx5c96/E2VlZTCZTKJ1PeNL70XU+1wv/G4/un7ZBS46vw8HmCpNvDiCgsjQPGTKLEmUZYHb7ZbczkYQ/aCnG9PRKHQApqNRmDUa0YTxZkc5ftDTjS22MoyHQqo7zNKty+PxwOVSJjzi8bhEZFgM6i5OnHYXHrnnK2LajESIHgFQ5T1EotcaoNcaEYnxdXtqxV5FRYUoHII5hBkE0QMA4zNzqLCWAAzE4upcPYlIsaZUEJHHIQZAOVuW1XuTzM0fQ1c7G7CqvBbfeeF7eRvjUcE6MBvmX588/qeDFLPRaPGftzlOuk5yQkGuLIogevXVVxfjZYuen//856IYcjqdOHz4sGRY7SOPPIJf/epX+NCHPgSO4/CFL3wBd911FxobGxdtTSMjiQI3zqjMc0OOMM0eANiqRgRGehEL+RGeTr6K1OiNCIwNYOzUQdTffr/q9+KMVmCOPxiTa1cDmZriwKB9Sod3OBd2M/36+6rxxMvDKLfo8MxxL17vmkPXeBjrq4yotOpwpNsHg07ZAWM2zKB/TiqI8g3DMKiurk50EWaIEDXuasSlZy4h6otCY9RAx+pgqjQhMhXB2IkxaFmtYkGU7wiR/ISjdKgryadWr8Herk6MhUK8EzHD4I7KSux21eJbbRfR5fNhPBQSO8x2ZvEeJeAPmMLFqZKTjYDX65WUAbAG9d9FIfojRxBIG5puxLOv/HtWs8wAwGywYjqQnSCqrKwkBFHuRdWbVjeILfjC/UKaLJuBrgKkWFPqn0V+PstMpdDlwS6hxGiW/MynSWMFW4aeaT4ypOQYSgqicDjDjkWC3Jg6H3MUBZaJDVPxw3EcvvGNb4i3v/e970nEkMB9992HRx99FACfXvv2t7+9qOsiW2g5g/JBhiTC5Hqt0QytwcRHiNJYmsbjcTiufmdWRdUAJCkzte2/Ai6XS3KwUzrX7JYmK/Z/+ipUWvn9a0p1WF9lxNffVy3OO2sbCeHp4xMLvJJ0uj2QX0NGEkmEIoMgKmspw4YvbIDZZUY8FEd4KozoXBSB0QDMLrOyVBnAexAFE6JQaYQkE6SwsALQZeGGcoPdjhvsdgTicWgA+GMxdM13twqmjZ9avSbJo0gNGjASsaZGEMkFhlllhCgTglBq7Xor61lm8jVlI4gEgtHsI0SCF9FtG9aL88pynV1GQoo1pYKI/L9wmLKR68l86rYH8LGbduFTtz0AIL/dZnZijUr+jqR3Wzh/UzAWDbloUzOPbiGoIMoTR44cETsRVq1ahXvvvTftvl/84hfF7V//+teL5tUUCoUkr81lMSoA4OeYGWxOxEJ+xMJB2Jo3Q6NNIzJiEUx3nUZ4Zjz14wvAERPA1TrmCsjriNq8yq/oeif4/6/dG/mDSttICF96fghPHh7F199XrXiOGSnCampq8hJJSQWZsiJTWalgnSxaHmmBc4sTFVsq0LirEdW3VqNxV6Myd2ogSXTlQxCRB+2yHF5nt6sWTRYL4gBsOp2YMqs2mbDRZsO1NlvKIbBqINenRjTI07/mLCJEC7H9+ruxfdPdqguqBUhBpDZdLRFEOUSIFhI/5NBXtcQ5TpIyUyqIyJEypYbcRRmQXgDlo5bIRpRGkGtPBznPLRwq/pRZSLZGKoiKkBdffFHc3rlzZ8buhaamJrF7anZ2Fq+99tqirGl2VjqRndNlP0olOj+nzO/pwmzfBcQj6UVcLOTH0Ku/yOp9yDXK168G0qCxf46vI1LCk4dHse8sXxcl1A95ZqLYd3Yan/3VIHa0WBW13LcTgmixokOArIZHwTmCdbK46oGrsPaBtShrKcOae9fA2+pN62KdhEwQ5aOGiBQW2V5/n5ycxLfaLuK++TEdH66tg02nw1pLiehFlO2kexJyfdkKIpPekrNLNVlILZBtQbWAxZi9ICItIILR2KI1xuRSVC2PXCn1z5IIImP+/aNI8uFcXUoU7E9NTS042oK0HggGi18QBWW+j+TomFzJmyBaiUXUJOfOnRO3b7zxxgX3J/chn5tPkgwxtdkJorFTB/lp9gDikVAKMST922sMJtS++yNZvRcZxfL5fFkfWElBxIHB5en0vijCHLMjXbM4O8T/nnOhOJoqDGiw63HLGgtsJg0mAzF883cefOtFtxhJSoUvwmBgLvF+GzduzOp3UEJtbeIKk4kwQBY1AGo6zJi5xN+6pKREsY9LJshi42wPbUIH2a/cQ9jtqsX/DA1iOhrFD3q6cbOjHE0WixgxygXyt81WEFkMuR/AhULqTB1narEYE+uamJhQFbkmI6BxJDtC5wtyvIdaArLIldKoLRmptuizKztQSj6cq0uI0oh4PA6/P7NrK2lOGQgsnulhvggEpOebohREH/zgB6HVavPyL5++AksFOetm9erVC+5P7pPNzBklyL2cuCxHGTs374B2vvgPGi1MlQ2A3gBGiObIomH6EjsMpdn4DUtfi+O4rAf3uVwuiT9Kx1T6z5Qwx+yJl4fRNR5GU4UBXWMhHGifw3vWWvFff7oa3/+TejRVGBCJc3jmuDdjHdHlaS04QiRed911Wf0OSiAFEQBFUSI5gov1QoaM8tevra3Ny4UQ2Y6ebSKJrBPa5x7CdDQKA8NgOhrFG94JfHv91TnVDwmQgoh0nl4Ist6IFB7ZkGmI6/OvPY3DZ17A8689rfp1zTKhpqapQS4uAtHsBNFCKbFc6okCRIRIr9cn+SelY24usRazPn8dTanIRy0Rq5OucaFIO2msGo0ySUXL+SCfYz38fulFGemjlCsMl2NsU6PRgGGYvIZIGYbJ6wTbpaC8vFw8QJ47dw4bNmR2VN27dy8ef/xxAMC9996LX/3qVwu+R11d+nEKHo8HFRUVOHgwMTIjGo1Kwr2cnuXnj2XBgZdexL/+098jEonAbDbD7/fD7nBgdmZGNi1Zg3g8jg/+8X34zONfUP9G8SiYaOLKtKKiIuuT7szMjHiVq9NwKE3Tet8/OIT/efZ5bL9lGw4fOYbhkTG8euQN1NZUY9N11+LPHvwYGupq8f/+9f/D//z6N7iqaTX+8YlvoqEu9UHLH2UQjPFr1mg0SU6++YTjOImggAEZ3apPnTyFp/75KTgrnWBZFmaLGfc/dD9q0/wuSYTBO2KD9//Id4SIhXSIqlIGhobwy+eew4d27YJnZAT/+sMf4mP33osTp0+D4zh84oEHxPs/9+ijuDHLrr8opJNLlH4+vV6veEzTzbe4Z8t3n/xnPPvr/0VzUzO+8zd/j7q6hL/VR+7/E/T396GhYRV+8fP/VfW6HBdHMJKIKttsNolHTebnSj+Heg0DbRbf23/d+xSefe453LtrFz635zHVz89ENM4hOn+e0mq1igXR+Pi4eH4z60ww5lB6kImBwQH84tlf4iP3fgj1ddl7lsXiccyEEyLObrdnDDLIzxNmM5fz1PuBgSH87/8+jz/5kw+ivr4W//zP/x9+9avncd99H8QXv/iZnF47HAbCYf6zJf877tixA3q9Pqvhy8Aitd2vREgVrqQNkNwn2+LhhUgWqdlfzZ8+dQKR+UsHIQQ7meIKOR6PY01TMz74x/dl+U75S73q///snXd4G2W69u+RZMtyt2w5tlwTO8UxKQ6kd0JCC7AJbVmWFg59Cds48LGUhXOWPefAwhLqUpZeAtkkLNkQyBKSQBICJE6BNOzYcZG73CSr6/3+kGf0joqtahW/v+vKhcrM6HkZS3PPUxMSBEFktTt69Hg6enFhAf7z144v6exzZuCh//5fAIDFasW/Pvs39Ho9nvrzo1i8YC4OHDqC3/7qNq9iCACs1P/2UN69eILjOEGEAhh2OuNLz76ExoZGNDY4m82lpKZg1ZWrsOmjTVh15aqhxRF14x+KuWyuk6oD/R1ev2kTPty8WXhec/o0jp86hdSUFHy4eTN+On0aFosFZxob8deXXsJ7L78c0Oe4/v3Y7Xaf/j/Q65QE6Zi/8vKrcOjQQdTU1uD1N18TXr/phpvxu1//Hs8+/wzuvusev4/Ludws+XNT6vp3GOjt8RWXrxb9FwCampvxxptvARxw4/XXo9DVK+ojtE3+/O3Sv6PhTA15f8N6rN/gELH/+evfB3wcVxOHc1a45ruGwrfx4Yeb8dFHmwEAv/vdXbjqqp8BgPDfYKB/MkI52BUIoSB6+eWXsXx5YKXWDN8YSvXy3iM6PPPDDz+IyvoHpv/c0fgwAOobvbtduYREyOSpsOi0gFQG64SlWHfQABw85ffnSHuakHRym/B869atoioIfzh27Bjuvfde4fl/zerD2PThf+T/c6IJ8tYMfH7CIfgaTxxA9o7fYv9WDX6q1WL/B/+Hi/o8J67a7MB/7sqEadBDdNddd2HBggUB2e8rv/3tb/H9998DAOzFdpDZ3n/Rks5PQlJfEmTJMph7zIAEODXmFO57/j607m7FN+3feO9HZAckGyXgBseRPPDAA5g7d25Qtv/0009Yu3at8HwtAFUAovhSgwE9ubno2bsXK3LHCI9nZGQiVSpFzenTUCUmolihwO3JKRh49LGA7O0BwV+o5y+88ALOOuusIffp7OzEr37lbLa3eOJVGJMezIiDRPxi0e+xK20LtA16fHv8SwDA0QPHcfMl9+Oey54CmoCDTf738dr2w+voMzg8Pddccw3uuOMOn/f91a9+JeRDFqQk4azswLyHRbYB/PW//ij0Hdry/SF8c9Ixk7HnzOmA+xDtb+tGj8lxU3fJJZeIfhu8YbPZsHTpUuH5bdOuwoy8yQF9/nDcWLQSsjkW/LJoJRQ7Ay8o6TPp8OjOJ4Xn69atGzJsb7PZcN555wkCeNl5ZlRUBJcDtmChEf39uViwsBZnGh4AAFxxJWAnz+NMQ1CHxsebE9DY6BC0559/Pv7whz8I7wV7AxoyQZSbmzvszJR4Ji0tTQiZGXyoZKG3CUXYwRPu6jlw6a+snI/+huPOAa8SGWC3AtIEEIsZkMPxms2Kju+3IacyUBEgtjGYO4Dy8nIkJCQInq2aXplHQVTf5egtRA9tPd5qhM5kR5ZCiscuciQb8+X2Q5XdN+mlghgCgMmTw/PjSVNYWCgIIq7fe7dqAJAr5ciclAmbwQZdvcOtrj2qhXKKEj0nemDuNsPQYfCcT6SHIIYAhGQUiat3NJiU1Vq9HrV6PVJlMqTKZNio0aBWr4du8Ie+w2zGitxc7NV2IS8pKaDye9c9fPHuuvYr8rdLtSf4ijI+efpM6ylhrMfiqpU+DYL1REpiuiCI/K00y8/PFwSRIYheRHwlGQCsPGe6MPAVCLxDtatNvlZHunrJQumRcB3uyucPBYvET0+fVCqFSqUSznd/f/BesHDONevrC22nfBoWMgsRmZmZgiAS5XR4gd6GzvIPJW5f3gB9ocbuNjTvfN/hAeKPLZXCbrdCKkuEzWZxvieVQXVOIH2APdsYzA9QYmIixo8fj2PHjgEAanulWO7hGs4nVQMOsXP7+gYcbzNBLuXw4PljsKDMmerbZ7ThmV3tuGdxrsfy+9PUdHupVOr3cNpAEAmTfkA0IdcFfohr1pQsKHIVSBqThPzF+WjZ1QJjuxHGdiMSsxI9e4lcblpDIYjooZkAEGjK6kZNM2r1epSlpHiccj9gtcJgs2FvV5cgkOihr77Cp2jxlxhX+z3hmpysCHFTxusu/A06ujXYVb0FU8pm4bVP/gfNnfUA/B/lQSd8+9spnu5JFagg6urXwWi2YPrYYlQU5AuDXK+YNzOg4/HY7OIeRG7FCD4SqoBZuIa7AoHZmJ+fLwgiWnBEG3a7WLCFur8bE0QhYtKkSTh92vHHXVdXJ3KzeqKurk60bzhwi5MHKIg6Dm6HoaPR0Z3abgM4CSQJSbBbTLCZXEr7bVbozhwL3ENEXHJKgrwjq6ioEARRfb/nP3fa8/P6/i5BDJlsBC983Yk9dc418j2K0pOkePQi97vvuj7nZ4wbNy6kgwe9UVxcLDzmrBxghMiVYegwCANc+dJ6m8EGQ7sBGZMyoFApkL84H1aDFRw4r+X3HPVDmZmZGRLPJl3BIwcgDeDnvMlggM5qxYrcXMzIyMQjx4/hjrHjBMFzzmAVzc0HD0BnsyFDJgu42owDBwWIUGxH2+8N2tOiSEiFNMBqz6HgPUYbdryM5s56FOSUBtSgMZjmjLQgMtrssBMCiZ85N18ePS5Muj/e3CLyFAXDgItAC7ShaKhKh97ZtwknW09jYt64kIzrGApfCp4KCgpQXV0NAOjtid72hLp+DnZ7aDvl0zBBFCKmTp0qNGf89ttvsWbNmiG3//bbb0X7hgO3ygISWFxYNWM5bKYBdP/0nWPiPcfBOiC+M+akCZAlp8HS73spskdcbAw2Jkx7aJr1EhhtQJLL9Ygf7go4xdGU/CS88HUnLDYiiKDV0zKEDtbewmZ1/c6Dj4R3CIB7qLofIkHEe4UAxwDXcVeMg6HDAKlCKogfhUqBCdcNYy/lIQpVeJzulRWodNyoacbn7e1YrVbjvaZGNBgMWFdbg7fOEXsV+HlnxUHOPqJrjIbr8QKIPS3J8uBEJO8J4sWOa2iMfz3QeWZ0c0atVguTyeSzqKcvTgQOL1FKQuCXmGAHudK4eqx8vZC63lTa7KGpfqZnl4ViXAeNlYht9KWNDV3B3NMTvR6ibhfbhqq8DgQmiELERRddhP/5n/8BAGzbtg12u92rd6O2thanTjkSjtPS0rBw4cKw2OT6ReCILaA7nKSsMZDKk0EsZnDSBBCbBZLEJEgTk0HsNlgHeqHILYGlvwuSBDnMum4Yu9sCmnZPCyKpVBp0VQctSgg4NPZLMT7T+49aabZc8BRNK1Bg4+FelGUnYlqhwmuYjMdqBxopQTRx4sSgbPeV3Nxc8dT7Pg4k13mmedFDe3743kP+QHuIaK9UMNC5dIEKIt7bs1pdgHajEQ0Gg0fRw88726jRIDcpKaCQGSAO6/kiiOi2AsHOMKMn2wMQTbmnxVKg3apdh852dXX5LB5cL04DAQiiqrHFaO3uRdXYYtEg165+nWjAq7/QHqL09HSkpfnW8Yrvjcfn4YRKEIUqX8gTrjb6clNJh78NBg4GAxDCmakho7vb+RuUkpIS8pYm0esbizHmz58vXCTOnDmDDRs2eN32L39x1qmsXr0aSUnhafbl9kUI0EMEABnlVVCoipA1eS7ASWA3G2HRaWE1Do70aKuDRdcNu8UEXcMxdBzcPswRPcNRNoaiQWdJSYmol4q3sBnfrbq+y4RndrXjjf1a6Ew23Dhbib9fW4KnVxcNO7KjZUACK5V0PH78+KDt9wWJRCL22Ljk+Q7VeNHQYcDpDaeHn2NGxMcNlYeIFkSBdncpVCiEGWW3jyvDarUat48rE23TZDDg8ZMn0G40YUVublANGulvlS8FFHS+oCIhuFlYU8pmoSCnFFPKZrnNLvPWvdofFAlioeBLPiRPZmamaFCoa5jKF6rrGtDa04vqOnEpUjAjO1xt8derQP9+mO3WIbaMDlxt9EUQlZaWip53a6PTS6TtctpVWloa8jYIIRFE4ZpbE0tIJBI89pizlPfuu+/22IF6w4YNeOmllwA4Gts9/PDDYbMpVCEzY3cbGr94G4aORmiP7hYfh78boe5KJIlJAU+7p48dih4+MplM1BWcHqlBw4ugZ3Y5xzGkyqWCt2ioUR08ZyixxXEcxo3zzwMTDPQPGtc79I8ELYL4cNqwc8wMg/lJg4RqbRaqLW4oMmtocUTzVsMZfN7ejq+1XRiwWrFR0xzwXDP6W2Xxoa2vSBAFORz0aO23aO6sx9Hab0Wzy06eOYQTZ6oxtWx2wMNdAcecNRrauzUcHMeJxMaAJXTNdYMZ2QEAeotTJPgriOiecUbr8L8DkcbVRlqkekOtVotCo51d0ekr6aLschVxoSDoW3A+OdjXycHxzPXXX4/Nmzdj8+bNaG9vx6xZs7BmzRrMnDkTJpMJn332GT766CNBQD7xxBNhvWi6J1UHJoha930Mk1Z8weQSk0DMntuwJ+eXeXzdJ1xCZqGgrKxMGK3S4EUQ0Vw+LROHmw1o77dizXtnUNvpGBDmKYmahhZbBQUFPjXoDBWiv6M++FRpBgDKKUr01fRBOcXR7ZVOwBZ5lFyKqXwZT+MLtKAIZfy+yWDAxsG5Zq7iaH93NyyD38FAwmb0X9Bwgshms4m6AAfqIaKryAC4iZ5Nu/6Otu5myKQJAYfLAEAqkUIuS4bJ6ggFdnV5H1HjiaKiIiEdQB+Ah2jplArhcVe/TgiP0eGzQKA9RP5WR9LfY5MtgGGBI4zJKrbRF0EklUoxduxY4Sa+syP6PER2O9BFeYjKy4PPLXMl6N+g0dx7yBWO4/D+++9jzZo1eP/999Hf349nnnnGbTu5XI7HH38cd98d2tb0roTKQ+SJBEUazK6CiOMAQqA78yM6Dm5H0bJf+n/gMAkinkadFHYCSFy+7/cszkV6ktMjVNtpFoRQlkKK5ROHzzmgxVY4vqxDQQsUzuxeaUZD5xQ1bWvCgGYAHd92IHNiplsCtnBMyuuUnp7u89iD4aDHvoSy9oqfcK8bPP6A1YqzMzJxpK8XFkKCqjSj7XSdF+hKf3+/yIMuD3A4KJ075KmUftXiNdi06+9YevZl2LDj5aDyiOQJTkHkS1sBGjq3jPbK+Ep2WiqSEhPwzclaJCUmBF1dBgBWux1GquTe3/w3Ot9IbwnMq8jj2nsoHOitYht9bWw7fvx4QRB1dESfh6i7m4PVGt6UhOhbdYyTlJSE9957D1988QWuu+46jBs3DgqFAhkZGaisrMRvf/tbHDlyBL/9bQBzvvzEVVBwAYY2lZXznYNcAYCTIDFDBVkyNQxSIgUIgSQxCXJlPjLKqwL6rHALIpONQ6fB/c+erjTrM9pQnOUI1/FT7refdJRY0blGrjRRgmgkw2UeP2+I6xidUN1/xrEuvplj/mIvk++p45WVlYUsdh+ucPtqdQFWDyYDO0JlWvRYLYIYemhSRUCNGQGx4204+3t6ekTPE2WB5Qu65gu5okzPRXnhWTjVcCToPCI5ZWMwgshos8Pq59R7ug9RKKrLAEDvErrzVxDR7SUGghRE7+zbhHe/2YR39m0K6jhDQduoUCh8nkdHF6B0dXEYRuu7EcoBrp5ob3d+8ziOi04PEcMz5557Ls4999xImxEStD/uARG5YQl0DceEZ1J5MpRTF0P7w1dQqIqhaziG3ppqpJdUBvW5obrouoqFRr0Uucmef6hf39+FjYd7sXpaBs6d4PAM/eNwD/qMNqGjNd/EkQ6h6Swcuk1OoTXSgkilUiE9PV3onMz1cCB5ni/Whg4DmrY1of9MP4ztRiSrk1F0gSOM4K36jKPKXWmBGSyiOVEhO6qTGRmZONrriCFeqS7AKb3OYxgtXLh2spbLgunFLYauKuM9SLMqlg4pnHwhURb4nEXXvA69xYYMue/33ftO1uBQXQPmTCwLqJrMEzrKUyWVSv0OmdGCSGcZvqpwKOhy+3ChMzsFka/VdICjZxuP3c6ho4NDfr7vNyyfbm3Dtm2OHMxwdKluaxPnD/kSCvQXJogYw2KjvmDgJE4vzmCjxtSiSeg99T1sBkfFmapqeeBJ1WEgMzMTSqVS6CTepJPibJV77kd9lwl9RhtWT8sQldhvP9kviCCdyY6y7ES3EFqTS25SqHJsfIXjOJSVlQnN1dDjfduWXS3o+M6RLJusTsbEmx3tAU5vOO2eOwQ42jJTPYjCFQ4Mpa+ID5llyGToHbzVPaXXBVxqHyiujRsTA5xy7xoy6+jWiDpSB9t/SGyj00PkS+NJmqKiIlGZus5iRYbc9+KIUPYe4tFRHqKCggKfPSY8WYONPQGg37URbRRCT7r3J7Q9btw4UfuO1lYJ8vN9zwO78KIxov+GmtYWpyCixVsoYSGzOMbNwxJgeEKa6LhAShIVkCkoIWC3Qa7Mg6GjEeZexwV2oKUWNlNwd1E8oSyp9KXSjPcOpSdJBTH0dW0/vqrRYcWkNOhMNnx+oh+1XWYhhObpmImJiSHvoOoLtFDhvDRXM3QYYO42Q54tR9aULEy8eSIUKoWQO3TytZPuJfh94hlmofQQ0ZWEoahJahpsyjhPmY2ylBT0Wq1IlUpxdkYGdFYrvu/uxrramoArzFztHK41BH9x4ZFKAquc9FRiT3ekpivOgkVG2ehLWwGaxMREUUiqz888Ij55OlTeIQDopxLfA/nbpQVRr9k/gejKSITM+s1O0UbbPhwymUwkNFo0/skDfn5ZXl7o28iYTOKE6uEGKgcKE0RxjFt+Q4ACI2/uZZAr82E3GxwdqqnjJKRlC2IIAOwWE7TH9gTch4jG7mf+wVDQIaxmvec/+5tmZ2P1tAwhPAYA//1ZK2q7zKjtMAlJ1okSRydrmibqmGPHjg1Z/pM/iJIM+wF4uBa17GqB9qgWpi4T5FkO0Xd6w2kopyiRlJuEAc0AmrY1ifbhqGZorm0MgiVUgogXQm81nMFGjQZ7tV14tGIyylJSoLPZ0GO14vP2drxYdxobNRps1DQH/Fm0ncO1hqAFkVQiC1jkq7LUQmjs5JlDMJj0mFWxFDdfcj8AYMOOl3HyzCFs2PGyMPA1UGjR5irofIEW5v3mwPr21La04bl//Ru1Lf7NU3OFECKyIRDvJt38r8+kgz2A4pQzXc3405bncG7FPFw7Z1VYQ2Y9RufNmr/FD/TUBI1GEug9dMhpbZGAUDdl06ZNC8vnMEEUx7hPOQ7sxzgpawxS8hyCQq7MR1KOMwZv6e+CcvJ8JGaoADi8SBnlM4IImTn/JEMpiOiLuEYvhdXl0HxDxsNNBmw83IvX9zvKjR88Pw8VY+QoU8lR22lGohQw24EXvhY3rKM9RCMdLuOhkyI5cB7DZvmL8wXxo5yiFDxD2qNapJY47sqJa/DKWTWOsWPH+h1yGApaUATT8o4PkZ3o7xcaLxYqFLhj7DgUKxTIlMmwIjcXd4wdh9VqdVCNGWk7/RNEwfXV4sNmm3b9Hd8e/xIKeQpUWWrR67sObcFrn/xPUKJIJg1OENHCvM9sDShx/tODR9Ha04tPDx71e18ao80Os935+YEIopycHOGxjdihM/vvAec9QzuO78UfVv4qbBVmANBjcuZ9qVQqv/alhYbRyEEbogaNwSZcNzU7rwtKpTLkIzt4mCCKY1wFEeECO93G7jbYzAYkZqiQpMyHLNkZNiPgYNb3gNhskCTIYTcbIE1UBDa2AxB5n9wFXeDQHiIb4dAyIP5/wYfLarvMqBgjF2aVLShLw7Y7x+P8SWnIUkgxXuXwqpTlOEUBIZGtMOMpLi4WiRXas8M3YwSAxKxEGNuN0B7VClVlyilKcOCQMzNHSLAWjkOF30Jd6konRgbT8m61ugBlKSloMBhQq9ej1WjEutoafN7ehgaDAQd6e1Gr1yNvcGRHMEnVtJ3DJXbSYkASRNp4R7dG8AqtWrxGFD7jw2mrFq9BQU4pmjvrg6oy4yg7AxEz9LBqGyE+9SPq6tdhy/eH0NXvCEldOGMK8jIzcOGMKaL3a1vaRNsNR69ZnCsYSO6Jq6joNvqXaA44kqjD7RkCHOeLto8Wc75w1llnicLATY2hkQh8wvWnWwPz+NF2zJgxI+QdqnlYUnUc4+ZhCfCPqHXfx+itOQgAjvAYNa3brG2B2aVpY3/D8cBnmYVJELlWvzTppChKdf7/uWl2NvqMjs9znVlW32XCf3/Whm6DDcoUKW6crRQNd9WaOAxYI1dhxiOTyTB+/Hj8+OOPjhcozw7dX4juQ8RXlZ3ecBod33Ugb1GeOKnaDpGnKdTz2WhBEUzLu0KFAo9WTMYjx4+hVq/Hi3WnUavXY0VuLhYos/F9txa1ej3uPXoET0yZOmKCiCaY6MOu6i349viXWDx9JSaWTMfEkunCe3z+EADcfMn9ouGvkWDChAmQSCTC70+PyYLUYWaa8aM5AMdk+8zUFJSOcVzMt3x/CEazBYfqGnCkrhEDZrOw3XD0mpyCKC8vD5mZmX6vx7XpsNbYi5IM/3K1wjm7jEZnGYCFGt0xZox/v8FJSUk466yzcOjQIQBAQ4ME06YH/zscTMK1wQB0UI0iZ8yYEbQ93mAeojjGrWlcgB4iHkmiwtGPiB4eKJEhWV2OhFQl+JCcRadF676PA/sQysZQCqLk5GQUFDjd1K4dq0uz5Xh6dRHuWZyL1/d34evafjyyVYOva/tx+/oGdBtsyFJIcdX0TOyv16Opx3n5dk3SDmXSsb/QgoX2ENH9hejZZrznSDlF6bX/EGd3HifUgiglxTkqItjuJbwoWq1WC6GxFblj0GIywjjo6WgxmYLKHwLEgoi2P5zQSdUd3RqvuUJ0rlGwuURAYIUNycnJopuCHtPw403mTixHRWE+alraUNvSJgikTw8eFYRSXmYGBsxm5GVm+FyF1k19dqCJuMnJyaLSe63Rv95MI4nWILbNX0EEAOecc47wuLlZ4nc/Ik8Ek3Dd2CgBne4xc+bM4A3yAhNEcUyoBJGycj6kilTYzQYQm8uPm92KhOR02G1mhKRwmrJxuC7A/kL/SA830+zhrS14Y78Wv/qoCcfbTKgYI8fmW8Zh89FeHG8z4b8/axX2ocVVRkZGyLo4B4JIsPRBSHjxJILoWWbao1qPA2BdE6pDXXJPX2jMAKxB/g0VKhRYrS7AXm0X5imzsa62BrV6PaQAlAkJODsjE+1GIx4/eSKgSjM7COi9aPs9QQsKEqJO8cMNcQ12yCudQxZoaIIWH90+CKLstFR06wbQ2afDpwePCrPL5k8qR15mBqrGFuOaRXMwfWwx8rIyhj0eANjsBH1UQnUwlUm0sOgc6B5iy8jSZegRPQ9EEM2ePVt4bLVy0PhZbRZqztQ7f19LSkoCWpOvMEEUx7h5WAIURNof98Bm0EGSIBeV7nNSGVKLJ0OvqRV6ECWkKpFRPgN5cy8L6LNImDxEgNhz00ANYqW7T+tMjs/MT5ehYowc3QYbynISUTF4Z8MnWT94fp7HY40bNy5s8W1foPM3OHCisBkPL4KatjXBarBCNVMleIZosQQA0Dr3GzduXEgTqgG4hTBC0eWFrzRbV1uDhkHRYwOQlZiIkpRkfK3V4vP29oA8RUY4oog8w4Vg6DlYVvvwwsAbtMjx1rWa9xxNKZsVVHNGCzWvK9B5fHRy7oDVBqMPeUQXzpiCrNRkDJhN2HbwCOZOLEdzdw9ae3pxvLlFGOtxqK7Bp6n33SaLSF4HU5lEt9FwFR3RRIfB+YXPysoK6PyNHz9edFNXXx85mWC3A2fOOD+fFmvhgOUQxTHuSdWBXajNOseXTFRuKk0AsVmgb6kFoT7HotMCKA0iqVosiAghIRMYtHdDa5Kg38whLZGIuk+nyh13I7lpCbhjgQr//VkrirIShP5Ej16kxrY7xU0Zz/Q772DCMV/HH4qLi6FQKIT+MZyWA1GJvS68+LEarOj8rlOUN+Q6y4yjqkzC0QzNVVDoAPh2/+/O993deLHuNBQSx9+QKlGOSWlp6DKZ0GE2446x45CXlCTMNwuk0sw1lXc4QUTnGNmJDTa7DVKJ/y0ZXBsveppnNty8M1+xUoIo0G7AVVXi0T1akxlq2dAX57L8MZDLEtDa04u+gRZkpCS7NWr0p3Gj1uRcR2ZmZlDVn/n5zlAyLTrCQTDzzroo22ib/UEikWDOnDnYunUrAKCuToKFCwNOQQ2K1lYORqPzg+fPnx/Wz2OCKI5x9xAF9hdtGRRE0oQk2Ox2yBSpsJkMIACIxb02aKC1PqDP8WSj3W4PWU8fV7FS3y/FlGyrkCDN/5ce8nq8zYSKvCQhkZof33HT7GyUZsthtAKtVMVapAWRVCrFpEmTnB2rte7b8OEzQ4cBMoUM+YvzhfAZP/U+f3G+I9xGpSSEQxC5VvD0AQikILnJYMB/nTguNGIEgGx5Iq4vLsFbDWeQLXckyW/UNOP64pKAk6pd64uGK2t2FRRWuxlSif+f7U0E0dCiKRis9uAFkVKpxNixY1FXVwcA6DSYoU4Zet1d/TpkpSbDZLUIeUKuU+79mXrfZXCuo6qqChJJ4J4OOv+w09Ad8I2aL2KHL9EH4HcidgcVzgumOez8+fMFQdTfJ0FXJ4ccVQhSIvyk7rTztz8tLQ1TpkwJ6+exkFkc497HJ7DTXbTsOsiVeY55ZnYbrPpeEFto83ucuAuiUJGXlyea7VM/6NnhB7uWZstFj5dPTEPFGDkun5YpvMZ7k/g+RQ06KQhlc6QFESAWLpyPfUQ85hJ1i0uwwyGIkpOTRdO4/S9odrBR04xeqxUZMhmuLSxCsUKBAasNbzWcweft7SFrykinrCYmJg7rIXLNMTIFORx0KGjRFEyDRhM1r8ufWViuzJo1S3jcZTQPW8K/72QNjje1YGJBPq5dPE/oVu1aku8LJptd1CWbtiUQaHFhtllE4zH8wZdO1cGU6LcPOO+AgunVM3PmTMjlzkrb2tMj32iWEKC21nnNmjt37rCd4YOFCaI4xr3sPrDjpJdUIiWvDHbaG0TswgETM1SO/KJBEtKCSCr24CEKFRzHiQRLXd/QX67tJ/txvM0kGtNx0+xsUdk9fQzXsQWRYvLkycJjboADvFyDeRHUsqvF45R7jmqVn5ycHLa10V6WngCPwY/qeGhSBeoMA2gwGPC11iFaV+TmhqwpIy2IVCrVsF4CussxABgs/V62HJ6hqstogk2qNlicF3t/+9jQ0PkeZpcEZ0/widSu4TC+4syXvCGeToPYcx1sZRLtIQKANn1XQMfxRezwJfr+hsusdiu0xh7heTAeoqSkJJGIrK0ZeanQ2cmhr8/5uYsWLQr7ZzJBFMcE4yKmMXa3Qd9a6+EdAi4xabApo7Oc0joQRFmqy01kqNbAQ1dh1VG5P3RiNf+cH/TKh8oe2eq4EPHeIgCo6xPnD4X7DsYXaEEEwGPYDPBcig9ASKp2zR8K1zgSOtfBi6nDslfbJfQf6jI5zmG+XI7ri0vwwMRJeGDiJJyTlRV0U0baPl9yNLKyskT/34wBehb4Ya600KEFEv+YHusRaOjMYA6NIJo6daooqbfd4B5ep/E2x8ybUBqKdipcNn78eLdeQv6Sm5sr+m7Tnhh/oPsR/WnLczjTFVwLCJpOQw/slBcu2G7OixcvFh5rtZKgu1b72626psb5vXEVaOEi8r/ejLDhJiYCHEzTvOsDmLSt4helMoAQELMRFrP4D5wf4xEYYhtDXbFFV2F1GKRuidV9RhvSk6ToM9qw8XAvKsY4hA+deP3oRc47r9NUhRl97EiSk5MDlUqFjg7HjDmuiwMpcD/3tAjioZOqy+XOC5CbyAoh9A93YPfdjgTpw4PdqIsHL8IJIRbTgNg+Xy44UqkUSqVSOBcD5sA8RK7DXF2n3QPArkNbUNP0A5o767F4emBT7602C8w25/c5GEGUmJiIWbNmYdeuXQAcgmh8pm9DW7v6ddh3ssZjHtFw2AhBl9EpiObNm+eX3Z6QyWRQq9VoaGgAALQPBPqX6iCYPCFvtLt4rYqKirxs6Rvz5s1DQkICLIPDcWt+kmDW7MArf/lu1QBw05qSIbclxPF5PHPnzkVSUuiHxrrCBFEcE6pp98bBTtScLNGRRwQAQ+QQWXTdgXeqdrEx1B4iV9Fyuk+KaTlWoVP14SYDarvMWD0tAxVj5Dje5kiiXj4xDfvr9Vg+0ZlTMWAFWqihrqFuWhgMlZWV2LlzJ4DBSjMQIXGa9wjRuCVVz8oHtz+8+UM8tLDQwtHrx58xF00GAzZqmnHH2HFC/yG+U/UDP/6ASWlpQSVS8xAQkSByDaN4o6CgQBBE/cbAPAtTymahpukHrFq8BqosNTbseFkkkOjtjtZ+G7B3yNU+X9fojQULFgiCSGexYcBiRfIwXasBZ5jMaLYgKTFBEEa+0GUww0b9joSqMqmwsFAQRIGGzHj4kFkoR3m0USItLS0NGRmB1ms6SE1NxezZs/H1118DAH76SYqZs2wBV5v50626vZ1Db6/zt3Xp0qWBfaifsJBZHOM6eJILsDHcmNkrIVWkIqdqGTgqVwjgIEt2fukSUpWQK/Ng0rYEPu2eOO9ApFJpyD1Eru37a/tkQuUYANR2mZGlkGL+2BRU5CUJITNP+USn+2SihOrKysqQ2hoMIo+OFgAR5wzx8H2HmrY1iZOqXSqhwrk2OjfJAnGeji/wg133aruwtqwc52RlCZPuGwwGfN7ejgd+/AGPnzyB77u7sa62JqCmjDqI07F8zamit+sLUBAdrf0WzZ31OFr7rTDXbGrZbBSoHKXkfEL1xJLpuOLcWwPyDgFiQcRxXEi8DHTIsG2YsBkPHyYDIOQP+ZpcTX/GmDFjQnajQp/HYAVRoHlCQ0HbFKp8v2XLlgmPu7sd1WaB4k+36p9OOf9mFAoF5s6dG/Dn+gPzEMUxbi7GABvDGVrrYTPo0FdbLS6z5zhkVc5DX+0hJKRmITE1C8rK+eitqQ542j1HzeFJSkoKuSDiOA6TJ0/G3r17AQA/9cpw+IQjHLZiUhoykiToNtjwzK4ONHRbsHpaBkqz5W6l+QBQ2+v8+qSlpYVtAnMgiBKrbRzQK55hxsOLpJyZOaKkajqhOj8/H1lZWWGz1XX2WysAfz6NT5JerS5Ak8GAtxrOYMBqRb5cjnx5EhoGk6z5wa+1ekf7x7Vl/nXddh1L6evMOvri1G/UBlSyTZfU83PN+EGuCnkKrjj3Vpw8cwgf7fgbxigL8bNFNwUkivqMzovqmDFjgg5TpKWloaqqCt9//z0AoG3AhLHpw4874cNkXf06wUP05dHjOFTXAKPZgivmeU6SthOC9gHnb9TChQtD9htCn8eOAS3sxA5JkOOQQkmbvlN4HKrfonnz5iEpKQlGoyOM+u9/J2De/HBVGDsgBDh0yPnbumjRIlHFWzhhgiiOcRdEgf0hq2Ysh761DgMtLonVxA7tD19h2l3Po37ry9Ae2wMAKL0o8KZwtI3h+hJUVlYKgqi2V4r7ZzlEjqbXjF7joBfNJbrIl+PT1PQ672ImT54c0Q7VrkycOBFSqVToRcVpOSjGuecM5S/Oh9VgBQdOFEqjE6rDmT8EOJrmKZVKaLUO70QbAH8CdIUKhSBuHBPu24X3VuTm4vHKs/BWw5nB52OwV9sVUKUZLYhSUlJ8TtSlBwtbbCYMmPuQIvcvnEGX1PPiyDU8tmnX39HW3Yy27mZkpakCas7YM9AhPC4pGTrPw1eWLFkiCKJesxUGqw0KmW8J+v7mD3UZzbBS4bIlS5b4Y+qQ0ILISmzoMvRAlRy5MT2utFIeolCdO4VCgQULFuDf//43AKCzU4J/fuy9W73BYIBGo4FarQ64y7kr5513XkiO4wvRI28ZIcdVEHGuc8h8PU7WGBja6+FUCZzw39yZF6F28zPo+cnxgzfQ0YjDz9+Fzh+/DuizaBvDlURHX+AHrBLIkxR49CK10KW6LCcR9yxRCT2IPEGIw7vEE03hMsAhJkVDZr14+BUqBWQKGTq+63CG0uwQjfwItyACxN6WliG2G47V6gKsyM2FanDEyIDVhkKFQqg0ywvib4oudvdnRMuECRNEz7V6/1dIV5R5C4+tWrwGY7IKMLVsdkA5RIQQkW2hKhJYtGiRKBewbcC3sJkrS6dUYM7EMiyd4l0u08fOzs4Oan6ZK65hqBZdh5ctRx6DxSjqjRTKFhnLl/vu7ddoNMK/UJCVlYWzzz47JMfyBSaI4piEhASRSuesgf0Q9Z350WXsh0MYJeUWoef4PvTWHBR6FBm7mmEz6NC8492APou2MdikQG+4lpCfGhQ29yzOxY2zlfj7L0pwtMXoljNEl+a3DEigszi/PuHuoBoIorCZlnOfUzZI/uJ8qGaqYDVYHe/1DobZPBwnXNAX30B+SpsMBqyrdfSpub64BIrB85s86Ing3+fnnAXSnJG2yx+xkJmZKZ6FpfNfEPnSW2hiyXQ8eNOLuOWyPwQULjOY+2G0OKfJhSqRPjMzEzNmzBCetw4MX3btKV/IW1k+j50QUf7QkiVLQlqUkZGRIWq02UqFqCJNi14szkIpiGbPno3zzjvPpxsAtVot/AuW5ORkrF27dkRbmbCQWZyTkZHhnGtl8a3/gyvNO98HrO7eJWOXBrBZheozaVIqOIkU1oFeKMaUBvRZHNXJN1yCKDk5GWVlZTh16hQA4FSPDEsLzEKuEF9VBohzhujS+6XTSoXXJRJJWKuwAqWiogKbN292POkDWr5sQevXrbAarMLIDoVKAYVKAalCitbdrZApZCircnqWwjHh3hO0F6UHgB4EKX5UmvEdqXVWK1JlMjQYDEL5PV+FtlGjwYrc3ICaMxpdKsz8TdSdPHmycNcciIdocdVKGEx6GEx6wUsUarpc7Arl3/TSpUtFYbMBq00Qq57gq8wA+D6qw2iG1e4Ml5177rmBG+wBjuNQUlKCo0ePAoguQUTbIpVKQ5rPKJFI8PDDD+P3v/99yAduD0VSUpJbYVC4YYIozsnMzERrq6OvDGcNTBBlVsyFobPJvWzfZoUkQQ77oFgidhtsRh2kilTkzQ5wnhJlY7gEEeDw6NCCiMe13xDvFbppdrao9P4YtU9ZWVnAM5/CichDBA75U/MBCWAz2EQDXAGXhOt65zHKy8tHJKHR9eLbCCDQgM08ZTYO9/YiXy7H5+3tSJXJhNdW5I7BOQEkiDdDnFbmbzipsrJSyMPQ6ltgtZkhk3rPxXBFlaWGQp6CXYe2CEnUoaa9r0F4rFarQ5pIv3DhQjz11FPCBbVtwDhkcrU/Q1x5WqlwmUqlCksYu7i4WBBErl6ZSNKicwqigoKCsHhVovE3LtSwkFmco1Q6k/44s36ILb2j/WG3WAxJnardbjENjvEAJLIEyJX5sBl06K2pDuizJGbnHCXa9lBDh7jaDFL0mBzeCNfRHPTssn8c7sHxNhP+cbgHJylBNHXq1LDZGQxFRUVISXFedJKRjHFXjEPhBYWiijLX/kR0QvVINZvMzc0VjfBoGGJbT1xfXILVajWuLy4RulYny2SCN+jz9jbU6vX4vN21Vsw3zlCPMzIy/C5Hp0NGdmJHh86/kB1fau/agZruUB3M/DIAaO93rjLUeRuZmZmoqqoSnrcOk0eUnZaKuRPLse9kDWpb2oYtt3etLlu8eHHIe5gB4gT5Vl3nsPPZRgpanIUqoXo0wgRRnDNmjLMJFmcKbGxAktLpns8on4HkXM9fOOtAH1LyxkFVtTywsntCRDbm5eX5fwwfcc35ob1ENK4CCQDMNg5tBqe7PxrzhwCHq5sWNLzQ4TtU8xVljdsa0bq7FY3bGh0T7qkJqyMVCuQ4TpQAe2aIbT1BV5rprFasyM0dFEkF2KhpxoDVUb04YLUG1IeIFmiVlZV+VxSWlpaKBH5bb71f+/Ol9gCw7Zv1ePvTp9HRrRFyizbt+ntQ88sGTH3oNzoz6cORyEqHsPoGq82Ggg+bfXrw6LCzzFyry8LVyI8WRANWY8BDXkMNneBN28jwDxYyi3NEgihAD5Gq6jwYOhoBADazEQMtzh8mSaICAIHdbAQkUph13fA9EOCCzQyO6pUUTkGkUqmQn5+PlhZH3sTeRiv+dUAjjOzgR3jcNDtbKLe/Z3Eu0pOkmFGeh4+oK2S0CiLA4eE5cOCA40m35234ifYcuBGZcO+NqVOn4ssvHRf9ZgBmECT6OZF4o6YZn7e3o2zQM+aaO6SzWrFxMJfH1z5EVhCRIArkfHMch7PPPhvbtzsalrb21fu1P+8VMpj0gjDimVWxFLMmLw2qQ7WrPbRHK1QsWLAATz75pDCwuW3AhNJ072GYioJ81Ld1Yv6kcjR39wwZPqOry3JycsJW9ekqNjS6dmTI0zxvPEKYbWZ0GZxfbuYhChwmiOIcWhBJLAOOkRtS/0679sc9MPc67kDslsHRHZwUkEgAYkf29HOhPbILNtMAdA3HAABSeTKKlv3Sr8+RmMRznoIdyDgcU6dOFQTR1iMdOHlGi7LsRKye5shdcp1dxidd37etE9b0ZCgUCuTn54tCPdEGnfzLDXCACYBLSlDhBYWQKqTIX5wPrtspQBQKRdCdiv1h+vTpwmMbHHlEZd429sJqdQG+7+4Wxnbwome1ugCFCgWaDAakymR+JVU3w9FBm4cO/fjD7NmzBUHUZ+iEztiN1CTf8nT4Uns+JGY0D+BM6ym0dTdj8fSVmFgyHRNLpgdkFwA0dztvciZNmiTq5h4qMjMzMW3aNFRXO8Lp7YahBdHx5ha09vSiubtnyMRqQgg6qOqyhQsXhiVcBjh+kxQKhVCootF1oCLb37/S0NKq7xTlt40dOzZitsQ6LGQW57hWG0iM/k+it5kdX35JghxW46CLmNgAmwV2iwkd330qmnYPiRQZ5f5fNDhDj/Mxx4W98zOd+5OuKsDEXDlqu8xIT5IKJfh0qKy+y4Tb1zfgm1PtQsVQtOYP8bhVQ3nwEokm3W8/LfzYjx8/PmwT7j0xduxYUSL9aT/356vJ+OqyBoMBL9adFsTPutoatBr9Lyyoox4nJye79RXylTlz5oj+fzb31A6xtWdUWWpcd+FvkJWmQlt3MwpySjGlbFZQ+UNWmxntfc4gZahmf3li4cKFwuNukwVmm/dxQr5Oue8xW2CmqssWLVoUvKFe4DhO5CXS6Nq9bzxCaKhwmUQiCWnJ/WiDCaI4x/XLwRl7Aj6W3WIC7HTc3+lNsOi0kPBzzuy2gJKqabGWl5cX9uomWswkKZLxy3mFqBgjx/KJaUJn6tJspw2v7+/C8TYTUlKShT4b06ZNC6uNwZKXlyfqnUJ7gFxp2dWClpMtgtgL9MIfKBKJROR98Vcu8OGxWr1+cGyHHLV6/eDrjvderDvtdx8i2o5p06YFXMGTnp4u+pvT9Pzk1/50c8bFVSuxePpKrFq8RpQ/RG/jK6199bARZ4f4BQsW+GWXP7geu9PoPbma7js01ByzDoNzsn1qamrYv5O0ByYamjPSokytVo/YmIt4hAmiOEehUIhycSSUF8ZXpImOO25J4qAXSOK4y+USxNlCkoQkpBZPhlyZH5CHiLZtJOLgxcXFQmjAYDDghZ0aHG8z4b8/a0V9l/sP9U2zs7FyWg4qKiYLDS+j3UPEcZxY2PR43zZ/fj7y1fmC2BtpQQQA55xzjvBYA2DAdYbKEKxWF6BYoUCLyYQWkwlTMjKEKjPHPzWuVBegLCUF85TZwx8QgMklf4i2LxBoD0lHfxMMfiTl0s0Z+RAaP/SVn3q/7Zv12HVoC7Z9s97n4zZqTwqP8/PzfZ7RFgh5eXmi49NiZij4BGtPidX0MWbPnh32Rn60/c269ohXmtGCKJznbjTABNEogHbxSgKY0pw39zKoqpajcNl1jiRquw2QSJE+dipAVdtYB3qhazoJk7YF2h/3+P05tG0jUSnBcZyQIKvRaNDSY0CWQorjbSa8vt/9/1NpthxLppUKYigzM3NEc2wCZfz48cJjrse7h0iRqEB5WbmwPnq/kWLWrFnCYwL/vESFCgUmpTkSXFOlUszIyAQAtBqN2Khpxmp1AU7pdajV67FX69v34DQck0w82RcIixcvFlWo0WJk2H0HvUJ04jT/2s2X3B9Qs0arzQwNFbpbunRp2GfyzZkzR3jcZTT7JCi8hc+MVht0Fqd3a/bs2aEz1Au0h8hoNaHb2DfE1kNzpqsZf9ryHM50+d85nae53ymIWP5QcDBBNAqg7/QlA/4LoqSsMVDNWI62/Z/APphPBLsNvT997+xPxE99tgfYydRqhsTk/GHxtxNwoPAeHrVajcKCfDxzRaGQO0SP6uD5iSrPnzJlSlQNdPWGqNO0DkKGsOsoD1osJSQkRKRaJS8vTxTm9S+o5OhHVJaSAp3Nho9cwmRvNZyBzmrFAmU2dFarT6X39OePGTMm6PwMlUolCuk0aI/7vu+gV4gWPq6vXTDnaiyevhIXzLnap2Nqemphoyo7R2KQJi1aLHaCPkrQeMPb2A6tSexhClaw+oKrF6ZZF1hvKwB4Z98mvPvNJrz45dsBCSODxQgtlWogml/I8BsmiEYBIkFk1gMW/3qwGLvbUPfPZ2HStorfoO/sBh9LEuTIKJ+BvLmX+fUZkgFxG/yRCtfwHiKFQoGx48pRqMoUcof4poy3r29AfZcJVjtwpNWC2tpaGAyGqC63pxF5iMABg7+fLbta0Lq71TnUtce5T2lp6YjOEKKhPQinANj9CJsVKhR4tGIyVqvVuGPsONF/AeDz9na0mIz4vL192DwiAgLafzNnzpyQCOBly5YJj7X6FuiMXvohBIAn0TQUZ7qcgqykpGRELqiVlZWiPBet0XPYbKi8IWEbo1PMjR07NqzNXHmUSqUo+b+pP3BB9Mu5q3Dp9OU42nQC736zCe/s2+TX/q5ijIXMgoMJolGAq7iQ+pkI2LrvYxg6GsHJnDlDSSrXO2XHRavwvOtR9rN7kJQ1Bv4gpVrPKxQKFBT4N2sqUMaPHy/6caYn2N80OxsVY+RCCK1BJ8WZphZhmnOsCKLCwkLRTCCuz3FRz1+cL3SsNnQYcPorZ4VZJO80586dKzzWw1H27it8pdk8ZTb2aruE/65WFwjdrHmBNFzpfStEPSoxb948f5bhlSVLlojEZn3XjyE5rr8YLXq09jpr+Xwd4BksiYmJou9Ot9F9TiIwdN6Qc1+nmApH7yRPcBwn+n40ByGISrILkJaUirrORkzMG4dfzl3l1/6N1GcnJiaO2O9mvMIE0ShgzJgxyM52JpFKAvwCEyocZuxsAgDIkjOgmnmhEDLr+H5bQMeW9Du9T5WVlWHrI+JKQkKCKDxHC6LSbDkePD9PqDyr6ZEJk5xLSkoiknQcCDKZTBz+GvQQ0R2rW3a1oOW0s8IskneaU6dOFY0cOeHHvq7VZHRVGd/N+pysLKwtK0fhYK6UN+jPTUxMDLj/kCsZGRki0Vff+WNEEnPPdB0Dobxv559//oh9Nh027DZZPK5/uLJ7o9UGA1W2P5IVn7QgaupvHWLL4fnl3FW4ds4q/PWaP6Ik2z9BQ3/2uHHjRrRNRjzCBNEogOM4UTWUVOffFzhv7mVIzFABdpujtF4iFeaXWQ39yCidguILboZUkQrVORf4byAhkFKu35H2vNBdbWtcRnhsP9mP420mbD/Zj596ZVAoFCgrK8O0adNGfBJzMNDJllyvuxcgf1a+IPaAyAqihIQEUZ6J71k2EKrJeC8QX1U2ISXV75EdtCCaOXMmkpKSvG7rLxdeeKHweMDch/b+4ae3eSqpd33N17J7QgjqO38QnldVVYW1M7wr9HfcSgj0HsZ4eMsb4ukxiz1LI/m7Qeflteq7YLZ59nJ5wjWRuiS7AH9Y+Su/xRAgDtex/KHgYYJolED/WEh0HYB9+ERGHnNfJ8w6R56D3WYVyu4BAMSO5p3vw9BaD5tBB0Nrvd+2cYYecFZn4vJIl7LTM7S6TBJ0m5yCgZ9ltnxiGv7x7RkhpBSu0QDhQlR9QsWB+MRq6Bw/qHyFWaSrVUTl6QA6fMwjcvUC8VVl7zU1YqNGgwd+/MEnUdQDAlpS0PaEgjlz5oi6QdPixBt02b231zxt44nugTb0GpxhalqgjQSTJk0Shef6zL4LCuc+zt+wvLw8kRc83NCCiID41aCRT6T+9ft/FERRINVmdmIXhetExROMgGCCaJRAu5M5YvcrbNa8833HyA/AUUVmdcTtOVkiFKoiZFbMRd+ZH5CcX47e04dQu/kZGLt9P760z3npkUqlIzo/C3Cf13V6MGxW3+XIHbppdjb+dUyH2oZWIaQ0efLkEbUxWKRSqZAMzpk4YDD1gk+sbt3r9BomJycjJycnQpY6cO0n44+XqMlgELxBvMeI7l7tS1NG+vMkEknI8od4ZDIZVqxY4bRZewpm69BdtIcqu+df87SNJ053HBEeJycnh7W7syeSk5NFYdxek+83aDy0iKKHGI8ErkUHjX2+e91/OXcVJuaNw8nW00ISNS+S/EmqbtN3wULd2EaiTUa8wQTRKKGsrEx0Ryrt9f1ORHXOBZDKkyFNEruu5co8pBZOQtfhL2HStmCgvR7m3g701hxEx8HtPh9f2tskPK6srERysvf5RuEgJycHKpUKBoMBtbW1+LbZ8UPLV5m9vr8LiyfnikJKI/0DHCyff/65kAwOABgcGyckVpfnC9sWFxdHvJ1AamqqaOL6MT/2favhjFBmz3uMbh9XhhW5uYNDXocPTdBpzlOnTg3LbK+VK52ixUasONM19CrpCjI+NAZAVFXmS5WZ1WZGA1VdtmzZshH/zgHiC3i/D6X3rvSbIycGEhISRF7Uhv4Wn/ctyS7AX6/5I66ds0pIoubziPxJqm7oE38m8xAFDxNEowSJRCLqsuuPINKdOQabaQA2o25wPIfjYmkb6EdH9XZYBhxZulKZHOCkSFaXQzVjuW8Ht9sgpb7YM2fO9NmuUDJx4kRBMPzriCOUcNPsbKyeloE+ow2N/VIhpJSRkYH8/Pxhjhhd3HfffSgoKBAEHV9pxidWJ8N5QYyWadmLFy8WHjfDEcbyF95bBAAPTJyEFblj8MjxY/i+23upe79Ld2rajlBSWloqCtfWdRzxKbm6o1uD1z75H+w6tAWvffI/2P/jF/ift9bi5JlDPn1uY/cpWO3O6ixamI0kdJ6azmL1K7HcZLOL5pdFIueNFmGu4sQbfGgMgChvKJA8Ivozi4qKIiJq4w0miEYRtNiQDnSBM+v92l+SqHDMMxu8MFn0DiFELGZw0gTYTHqA2GAz6nwuu5f0t4Gj3L6RFES8B0iRrsQjWx2elPQkKTYe7sWWI85WBRMmTIi4B8VfJk2aJFzYa2trYWh2yaOhWr1ES/ftBQsWiKoNvRWnf9/djZsPHhBEDl9ef31xichb1GQw4L9OHEetXo8X67yPjj0OiKRXOMNJtBjpMXSge8B7qJn3Cm37Zj2aO+uRkpSG5s56bNr1d+G/vnC647DweNy4cRHzdtIixmInIoEzHHoXj1Ikct7oKtOm/lbYfGhKG0hozBsNVKpBrFS8RjtMEI0iXLu4SnsafdpPWTkfClURZKmZ4jcGK80gkYLYLEKfooQ035MbZT3OKduZmZkj1qHalfHjxwsVZE3tPUKojE+qHpPvDEHEqmu6oKBA8IK1HKLuaG0AZ+BE20UDmZmZmD59uvDcmyB6se40avV6rKutEbxBnsrqN2qa0Wu1IkMmwx1jvXsU6PTmyspKqFSqAFcwPEuXLhXd2dNixRU+YfpM6ynMqliKmy6+VxjwWpBTilWL1wz7eb2GTnTpnBfSSy65JGLi3rXr94AfYTO9xSk+EhMTR7RCjof+rbLabT4lVgcSGvOEndhFHiImiEIDE0SjiOzsbFEysLT7zBBbO+mtqYahoxHmHvHdK5cghyRRgeQxjrsz2WCOkTRB7nYMjxACabczODFv3ryI9dGgS1bVajVWTsvBTbOzUZotx/0r1BjgnPlTsSqICgsLBS+YupDKMdG5bxctLF26VHjcCKDXQ9jsjrHjUKxQwGK3u02yp71FfIL189OrcE5WlsfP04Gg3svnhwOFQiEal9HQdRwWm+fOzYurVqIgpxRt3c1QyFMwsWQ6rjj3VsyuXIb7r1+HiSXTh/08Opk6MTFRlNg90uTl5YlaV/Cl964dqj11rB6wOsVTQUHBiPUtoykvLxf9Xp3pG7rVARBciT1Nu74LRurvJNZyGqMVJohGGfPnzxceS3s1gA/9MzLKqwb7EDkvRpwsEekllbCbDbDotJAr8yBXOu7SpIlDN7wTjmHohsTU79G2kSY3Nxdpg4NBFQoFLpxRgtJsh7Br0olFWqwKooKCAsELpgB1jlwip3yeUTSwaNGiYcNm52Rl4ZysLLSYTMiQyUST7Pmk6kKFQvTYG8cgDpeFK3+I5pJLLhEeW+0WNGo9t6JUZalx8yX3+1RF5gmbXZy4vXTpUuFvPhJIpVKRZ8cwKIhcO1R76lg9YHU2ZIyUgJfL5aKwX50feZnBUk+JL47jmIcoRDBBNMqgRQdHbJD2DN8QrremGubeDtCXihR1OYxax5fS0q+FSdsKaWISVFXLfZ5jJtPWCY8TExNFSd8jDcdxojyEZr1TBGmox1KpNGpybPyFTgTnLM7Se07vDJmkpqZG9CLpSlZWlqhlhLduPasHGzD2Wq3Yq+0Sld7TeHudhxZclZWVGDPGvxE0gTBx4kTRBa2u46jXbT1VkXV0a/D2p0/j7U+fHrIho6anBmarc92RSqamof8meUHk2qHaU8dqA9XIMZIFDrRn5kzv8B6iUEGLr+LiYlFnd0bgMEE0yhg7dqwodi/T1g+7j2rGciTlOveRKx0/QCZtKxJSlQ7vEQCb2Qhd0wmY+zo9HscVWZdTEM2ePVtoChgp6OoqWgQ1DzgfFxYWRmzoabC45VkMDP6X8hBFY/XcueeeKzz2FjYDgHx5EooVCsxTZgsjPFx7DtFJ1q7oQFBHPQ93uIzm4osvFh536TXoM3T5vO+u6i349viX+Pb4l0M2ZKTDZUVFRSPeANUTIg/R4BgO1w7VnjpWG2w2j8cYaegeZs26NpisnsOdoaaeEkQj3bctnmGCaJTBcRyWLFkiPJf2NPgUNjN1DSbwcRIULbsOJq2jEZl98AcgMUMFk7YVho5GNH7x9vB2DHRDYuwRno/kxccbtCBqGZCArwJu0Us8bhNruF04BoUQN+D0EI2ER8RffAmbbdQ042ttFxoMBmGYqy8DXGlcq8tGIlzGc9555yEx0Tk8mRYvw7G4aiVmVSzFrIqlXkNpelMv2vqcIvCiiy6KikpJ+u/N6GF8hyesdjusVPg+kn+ztBixE+JXP6JAsditaKIaQTJBFDqYIBqF0IKIsw8fNus4uB2EF03Ejtb9W2AzO1zvNrMB5t6OwZCaA7vZNGynapnWWfacmJgY8k7AgUB7zgasEvRZHBeMFspDFMuCKDk5GampzrtsobJswLlNNAoi17CZJ0E0T5mNfHkS8uVyzFNmo1ChwGp1ATZqmkXhMTrJ2hX6uJMnTx7R/xdpaWmi8v6GrmOwE/sQezhRZalx3YW/wXUX/kbUtJEOn9G5Q1KpFBdcEMDMwTCQm5srPDbZ7D71IjLaxP9f6GOMNKWlpSLP9umepiG2Dg2NfS2wEqd4jLUxQtEME0SjkLKyMnHYrMt7TxbAkVTNSZ3VIIa2etjNBkgVqVBWzgcnlSE5v1xIqrbotGje9YH3AxIi+szZs2dHRVMx13LzDoMEpztN2Hu0TphhFk0Jx4EgunjwQsjg5f0oghbxDQD6XMJme7VdaDEZ0WIyYa/WEW7yFDbzllitdwmX0Z83UtBhM6N1AG299QEdx3WemWOQq1PuzZ49e0Tnfg0F3dKAwCGKhsN1m3C2RRgO11FDp31sZRIMtOhyTexmBAcTRKMQjuNEeRnSniZhPpknemuqBQ8RJ01A7uyVUFUtx9iVd6L31PcgNqujKSPlgjdqvbuOJQNaSIy9wvNly5YFs5yQMWbMGFEYod0gwd/2atGsaRFGXsS6IBJdPAwA7ACMXt6PIhYtWiQ6N65DLlarC9xGc/gTNjsBx/8KnkgIounTp4v+/9d3eeu8NDSu88y0+hboTM7O3NHiHQLc/958EUR0aE0qlYZlrIo/0B6a0z1NfnXcDoRaSnRNmjQpZnMaoxEmiEYptCDiiA2y7nqv26pmLAcndXzpiM0CU2czbKYBNH7xNmwmh5vB0q+FTvMTf0SMme29gkXaVSs8VigUmDt3buALCSGJiYkiD0mHQYoVU8QzzOJJEHEGDjACHJxCI9JDXb2RnZ2NKVOmCM9dBVGhQoEHJk7CAxMnCd4fT94gb1Vm9PEmTZoUkURdqVQq6guk6a6B2Wry+ziulWi0dyg1NTVqvm8A3DxV/nqIcnJyItKDiIYev9Jn1qHT4H0sTLAQQkReKPo7wQgeJohGKaWlpaJ+OtIhwmZJWWOQUuAoC05IVcKs64b22B6YtC2QypMhSUxyjPQYHOEBEBha6z0fjBBR/tC8efMiXl1GQ+eNdBklkCcphBlmEokkakINgWK1WoWp9zBC5B0C3C9Q0QSdY3MGwICXajNa9LgKIE9VZkYQ1FL7L1y4MBzm+8T5558vPLYRKzQ9Pw2x9fDYiR1N3SeF50uXLoVc7mPj1BEgOTlZVDJupKrHPDVkdGwjFkSRhhZEgNiDE2q6jD3ooXq3sfyh0MIE0ShGFDbrawYsRq/bKivnQ6pIRf7Cy2HRDd4BSaSwmQaQlF0IqTwZyfnlUIwpgVSeDEVeqcfjSPQdkJicP3C0DdEA7UHRmjh0m5zek+zs7Jh3T+/Zs8c59T7GBBEtVOxwhLk8QecOeSu/p/kJAF3fFElBVFpaKuqa3qg9OcTWw9Pe1wAT1XsoWsLTNLSo4b0/Xf06vL/7G7eGjI5tbB73jRRpaWmiHma13cP3dguUGpdju4oxRnAwQTSKEYfNiNewmbG7Dc0734fNoEPH99tQtOw6yJX5SEjOAABYB3phMw3AqNVgQFMDm2kAHd9v83gsOpk6JSUFs2fPDt2CQgD9A9ttlEBrdH5FEhMTsXbtWtTU1HjaNSa49tprhRAgZ+FETRkVCgU0Gk3UrjE/P180YdxVKvDeoHnKbCF3yDWPyFOVGS2sioqKUFpaGr5F+AD9vWztqxcJGn+hu14rlUpRtV60QH/neO/Pl0ePo7WnFznpqaKGjF39Ohw4dkIocogGQQSIhclPYRREtNgqLS1FRkZG2D5rNMIE0ShGrVaLOq1KtXUet+s4uB02gw5SebLQhFEilcGi00IqTwYZvGOzmwaQkKqEVJ4M1TkeEjcJEX3GggULRL1XogHeQ2QwGPD10XrUaZ3J5jU1NXj22Wexbt26SJkXNFOmTBFCgACAPud7mZmZWLduXVSvkW7PUAPASoXNeG/QXm2X13Edrs9tIKCDUpEcH8ND9+QixA5Nd2Di1E7saO52rm7JkiURmxU4FGIPkbgXUWG2UtSQcd/JGtQ3NQtFDtFSBEA3uWzRd0BnHhhi68ChxRbLHwo9TBCNcujmc9I+DeAhiVM1YzmUk+dDmpSC3pqDaPziLRg6GiFVpMJmGhicZZYP5eT5SCuugM004DGHSKLvhMTsbIsciUqe4cjKyoLBYMDx48dR39SC/Sed/ZSWL1+Ou+++G2vXro2ghcHhWpHD9XGi99auXRvVa6QTgs2AaBAr7w2ap8z2Op7DNaeoCaKuA1HRD6uwsFDkCdP01A6xtXe6dM0w25wx0Wj8vgHiVg/GwRllS6dUYM7EMiydIm46OHtCmajIIVoEkavnrcaHkUj+ojPr0aJ39nuLRm9frMME0SiHTlTlCIHUQ0JgUpYj0ZhvvpiQlg2FqggFS66BcvJ8KCfPR9Gy6yCVJ0NZOR+qquVQzVjudhwpFZJTKBQRnV3mDaVSCY1GA71ej5SUFGSPcVaVlZeXY926dTE73BVwF0S0hygrKyvq1zhp0iQolUrhOe3d4b0/e7VdXvOGXHOK6P1TU1OjJieD9lS19tXDZrcOsbVnminPUnp6etSszRWRIBpszkiP66CTq1OTk0UezmgRRHl5eaJ1/KR1Hw0TLK6hOCaIQg8TRKOcoqIiUUKgt9lmfGfqxAwVElMyYehohKG1HnlzL4NUnoyO6n+jo3o7Oqr/7fWzZNSPxJw5c6Kq2oUnMzNTuAOtqKgAEp0VMFlZWRG0LDSkpqaKwiac2ekhSk9Pj4RJfiGRSDBz5kzhuadgEt+TSGe1unmJXHOK6P3POeecqEmapwWRzW5Be59/HgdCCDQ9ztXNnTs3atbmCi0kbITAYhdXD9LT7l3He0RTZ/Xp06cLj08N0cYkUE5Rv815eXlRtfZ4gQkihqiqRtrXDNiH7gWSWjIZcmUezP1daN33MTqqtwuNGPsbTziE0cHton04Y79odtmCBQtCt4AQkpGRAYVCIc6zGSQWBMNwcBzndZp9rKyPFkTtcO9aXahQIFUmw+ft7W5eIjqHaAAE9Hxy+riRZsKECaLcmpbeobvJu6I39UBn6hGeR0Mo0BuuPZ+MLnlE9LR7A1VyL5FIosZDBIg9No19rTBYvVftBsJP3c4bSuYdCg9MEDEwZ84c4TFns0Ci8z6HzNzbgeYd78KkbUVvzUHoW2uFkJlcmQ+7aQByZb5byEza6wzFSSSSqKsu4/EmFgDETUWHN+ETK4LINdTqSSr40qW6DuJhrtEkiDiOw6xZs4Tn/nqI6EGuEokkKsPTPK6eDoOLFyg7zVFptu9kDdp6nTFelUoVVV4v2kNEQNxK5F0509WMP215Dme6vLeE4NFbDGjqdw50pT+LETqYIGKgoqJCJASkHgYUShOd3hKbaQBSeTJkKRkwaVthMxuQXlKJhFRHSCkhNUvIO/J0zIqKiqi9+Mrlcq+hvKHEUizhbR2xsj6lUikK89a7vN9kMGCjphmr1QVuM8to6JpKtVodke7UQ0GLmD5jFwbM/UNsLaaNElATJ06M6nObnJwsym0zWN091HzY7EhtvfBafn7+CFjnO4WFhaI+Xqe8pB/wvLNvE979ZhPe2bdp2GPXdJ8RifeqqqoArWQMBRNEDEilUtHdsbTXXRDlzb1MGN4qSVTAZhqA3exwCRs6HN4fvmGj0LiRx26HtM8524z2SEUjsS4YhoOeeE8TS+ujQwauzSJ8acYIiIVUNN5xz5gxQ/S8vc+3RF1CCNr7nYIomr1DPPRInAGrDV39OmzY+x027P0OXf06IWxWVOj0+EWbIOI4TiRUTg4jiH45dxWunbMKv5y7athj08fKzc2NurXHC0wQMQCIfzQlA1qPw15T8sqE0noAkCQkAQBkyRmo3/oyEtKUkCvzULTsOtF+koFOcHaL8Pzss88OxxICpqamRtSMMDk52eN29IiBWMbbOmJpffSFRwugHwRNBgMe/PEH7OvSYoFSOWS4zAACOjAcjTkZSqVSNMm8Uzd8aAVweJPMVDNHV2EVjRQUOM/VgNWKfSdrcKiuAYfqGrDvZI1QdSZJdHpvCwsLI2HqkNDCuqGvBYYhuv+XZBfgDyt/hZLs4YcP096mqqoq0aBjRuhggogBQHxB4EAgpeLVgKM5o/bYHuhbHT1RlJPnI0XtGDFgM+mhPbYHujM/AuCQmC7uHivtcx4rKSlJ1AwyGnBtRuhNGHgTSrFGPAgi16Z0TXB4hr7WatFiMqLFZBoyXOYqLejGetEEXSrfpdO4vd/RrcGGHS+jo1vjcTupVOqoloxyRILIYsPcieWoKMxHTnoqKgoc3hCbnYgGu9L7RAu0UCcgokToQNGbB0T5QyxcFj6YIGIAcI9/S/pbRO+rZiyHXJknJFP31lbDZjaKEqoBwKRtQeu+j0X70sc666yzoioREoBbM0JPwicxMREJCQkjbVpY8BYyiyVBlJOTIyrXboQjkXqBUolihQJ3jB3nfWcAdLprRkaGKGQTTdCCqNfQCbNL49Rd1Vuw69AW7KreIrxGe5LGjRsXE0K+qKhIeGyw2ZGZmoKMlGR09ulwvNnx+6G3Wr3uEy0UFhaKKt+GC5vReEuyPsXyh0YMJogYABzxb9pLJNW1C4+N3W3oOLgdSUrHRYOTymAzDUDXcMwxziM9Byl545CY4WGuECGiY0XjnbhrM0LXcntvr8Uq3tYSa2ukJ303wVFS/9+VZ+Gtc2binGF6RtGXnMmTJ0dtCMJ1mrlWL75RWVy1Eounr8TiqpXObXTiG5BYwFXc8F4ivtwecOQW0URjyMw9j8jzOCRPeEuypo+Rl5fH8ofCCBNEDIHJkycLjyX6TqEfUcfB7eio3g5DR4OjMWNmLiCRIjm/HKoZy4VwmkJVDIWqCMpKZ1M5ztQHjrqrpT8jWklKSvLptViDz5Xq6+vz+H4seBJoJkyYIDxuhSNE4Su0rJg4cWLojAoxhYWFSE1NhcFgQG1tLerbjoveV2WpccW5t0KVpUZHtwYffvES2rudci/awtPecBNEVquoWzUA6C1OQaRSqaJWwNOCqKm/FXof55p5S7KmvUyxkA8Wy0RX7IIRUWixwtltkBi6YU/JhmrGcvSdOQqTVpxXZOxqQu2mp6E8ayHkyjwYOhph7u1Ab0010kscd7YSXYdon1jIZ/D0QxsPgojPlVq5cqXH96P1AuMNet6XAUAvgEwf9tOBgC5gp48TbXAch/Hjx+Pw4cPQaDT4Xr4bcyZc6HHbXdVb8NXhrVCr1Sgrc+T30aIxmklJSUFOTg46OzsBiMUPj97iDJmVlJSMmG3+Is4jAr5uPoixGT54szjgynkrYYJFSKI22yzQUB52Fi4LL0wQMQTGjx8PmUwG62CsXqLvgD0lG0lZY5CSVwaTthUJqUoQuw1Wow52sxEmbQvav9sKm0EHAG5NGaXUMMKioqKYKO2OVw8RnyM1Y8YM/P3vfxe9J5FIkJiYGAmzAsb1Yt8CQOdDD6JWl+fRLIgAR0iXz3HKV3sPlyyuWoleQwdkaQ4xkZCQENXCwZWSkhJBEOks7rPbdJRIKi4uHjG7/IXvadXa6vhL23jKfZyRwWCARqOBWq0WbkQ8veYKE0ThhYXMGAJyuVzU8E6i7xQe5829DKqq5UgrroB1oBew25CYoYJcmY+CJdcIPYpS8saJmjJK9F3C41hx33tqzBiNc9f8hc+V4r0HNHK5PGrzaLyRmZkpmi/XAd96ENE+y+Tk5KifCVVeXi6Mk7FLzF4Hvaqy1Kg6a7ZwMS0tLY26AoahoEWOq4eIECJKqo52oTdcaEuj0Qj/hnqNprCwUFRIwAg9sfNtYYwI48ePx08/OWaA82KGT6rOKK+C9sc9yCifAWmiAnlzLxPET6p6PDoObheP7CBEJIhixX3Pe0roO7ZY854MhSdxF6sesNLSUnR3OxqBnjIYoLNasSI312sPoiaDAes1zZAN3oWXlpZGvRAsLS0VHhMQ6Ew9yFB4KGAA0G/UCo+jXTS4Qturt1pBCBHOjdFmBz3zNZo9RABw3XXX4cCBA2hr8zwGiff40dWNnl7jSUlJwR133BEGSxk0TBAxREyYMAFbt24FMNigkdiFpGrtiX2wGXRQqIow9tK7kZQ1RhBLqhnLUbTsl6JjcaY+UUPGWBFEvGCg79biwUPEE08esJKSElRXVwMA9ms0+Km9HavVaq/hso2aZhzSaKAGUFZWFhOiwfXi32/QehVErV2NON1QC7VaHRNro6HttRGHCFLIpADcQ2jRvraCggKsX78evb29ITleSkpKXN2URStMEDFE0PkUHLGBM/RCNWM5dE0nYOhoBCdNgKGjER0Ht6No2S/Ruu9jaI/tQe/pQ1CoikSeI9o7BEAoa492+B8e+o4tnn6MPK0lVtdHi4VctRpnAYJ3iJ9pNk+Zjb3arsGBrwU4AEA1eG6j3dMAOC6G2dnZ6OpyfJ/6KC8QjdVmxumGnwQRH419eobCVeToLVZBENEhtNTUVFHPtGhFIpGIQrqM6IcJIoaIsrIycBwHQhz+aclAJ5JyxqNgyTWo2/KC4CHKKK9C4xfvwNjjcAmbeztg7nVmZ5RedKtIEOXn58dEQjUAoQEjn7cBxK5g8EQ8eYjobsUShQK3lJUhGY4wC59P9EV7O3oH809uLytDMZVDFY3djj1RVFQkCCK9qcfjNjpTr0jEx5ogys7ORkpKCvR6PQCHCMoZdPTR+UPFxcVRH+ZkxCYsqZohIjk5WdTwTKp33I1qf9wDm0EHuTIfYy+9G7011eio3g5jpyN5lUtIREKaEgBgMzvmKEkGnIIoVrxDgGfxEy9dqoH4Wp+roKF9kqvVBShLSUGv1YqylBSsVhfA1bcSK4KIbsanN3kOw+hNvYKIVygUMdfAj+M4cWI11YiR9hBFe7iMEbswQcRwgw6bSQY6Re+l5DlGIthMA1BOno/kPEdVWkJyBpLHlAIApIkKR0I1JYiivbSZxpM4iKVqneHwtL5Y9YDl5eWJnvdQjwsVCjxaMRmr1Wo8WjEZhQqF6H0g+iame4Nep97sXRDxpKWleR3REs2IK82s1GOnIIo1zxcjdmCCiOGGSBDpuwBChLL7vLmXCZ2pdc2nYO7tgCw5A+beDtgsJignO7pUmzrqIbE4J25He0I1PfE+ngSDJ+JJ8CUmJkKpVArPXaVCoUKBtWXlQpJ1D/VeampqzIgGWrgNmPpgJ3a3bWih5CoUYwVa7PCjOqx2O8x253pjIe+LEZswQcRwgx5lwNnMMLWdRuu+j2EzOVrQq2Ysh0JVJOQNWQ2Ovr+mrhZI5cnQHtuDju8/FR0z2gURPfHekziQSqURsCo8eBJEsRoyA8QX/x4A33d34+aDB/D9YDk+DS2Yor3/EA3df4aAwGRxHwdhMDv7b8fS2mjocL3RZofNTkShM9dtGIxQEpu3hYyw4hreatm3GdraIwAAQ0cDCpZcA4WqGFJFGiy6bthMA7Dqe2EZ6IUirxSqquXIV6uBvtMAAKVSiZwcz2XC0QLfxXnt2rXQat2reGJZMLjiSfDFqocIcIiFY8eOAQD6AGyqO41avR7ramtwTlaWqGs1PcWNnkoe7bjaajD3Q5GY6vKaTngc7d83b7jmdA1YbTC4NGmMlbwvRuzBPEQMNzIyMkR33ZLB4aySRAUMHY2o++dz0B7bA5uhH2NmrwTHSQFwgN2Gju+3oWjZL5Esia3+Q/TE+3gTDK548nbF8vroEux+AHeMHYeylBQUKxRuXavpGWaxJIhcBY7B4hQ/Hd0abNjxMjp7nU0AY7WjsSdBRE+5V6lUMVsRyYh+mCBieIQewlpUOg6qquVCArXNNACpPBmGjkY073wfFp0WAIFUkYqCJdcAhEBKDXWNhYGuNPEuiOItJEiLhT4A52Rl4bUZZ+P2cWVYrVaL+hJ9XVsLg8GR2xYLvWx4FAqFKN9pgAqP7aregl2HtqDuzE/Ca7G0NprU1FRkZGQIzw1WGwyUIIqVJHhGbMIEEcMj9NyxFJhQdO4vkJjqbDKWWjQJqqrlwhyzjPIZKFhyDZp3vo++mgPgrEZh23gQRLEsGFyRSCRufVxieX10UrUejhwbwD2heqOmGaep7uOxJhrodZqszhyixVUrsWDaBaLBr7G2NhraO22w2WCwMUHEGBmYIGJ4hBYxnN0CU2sNACCjfIYwyyyjvAq6M8eQkleGgsU/R9v+LTB0NKJp53uiY8XKUFceT+IglgWDJyQS8Vc/ltenVCphMBhQW1sLncEAo5ftLlWroR78ByDmugjTIsdo0QuPVVlqXDDvKtGE9FgWRHRCuNFqg8Fq9/gegxFq4icOwAgpEydOhFQqhW3w7qzzwGfQnvgeqirH8NaO6u0wdDTA0NEo7JOkzIdJ2wJFsrMjtVqtRmZm5ojaHizxHjIDIDq3/PNYJTMzUzR3TldWBk+TzDKpzuNA7Aki2l5aEHl6Hmtro6Hzn4w2O0zU32ms5kYxYgPmIWJ4RKFQYNy4ccLz/OKxUFUtR0Z5ldCUkQ+X8RQs/jlU/OzSeQAAl8BJREFUVctROt5Ztl9ZWTmidoeCeEs69oSrh8j1eSyRlZUFtVqN3NxcWK1WnDYYPG6nd3kea0JdLIjEZfd0GT7HcaI8nFiDTnbXma2wEc/vMRihJnZ/BRlhhxczBoMBbSe+h2rGcvTWVEN7bA8MHQ1ITM9B0bLrIVfmC+M6ipZegxSYhGNMnjw5IrYHw2gMmXEcJ2pOGUtkZGRAoVBAJpOhvb0dnw56ilxx7dwTy4KIziECACP1PCMjI6b/Xukkedf2k7HaToARG8TXbS8jpFRWVmLz5s3QaDRo0WhgPbANqrMvECbft+77GIaOBpi0LTBpWxwjOywGyHqbUFxcDIVCETceoli+wHjCUw4R35wScDSqjBXkcjkUCoWQGzRn8L+u0BJCKpUiJSVlBKwLHbSAc23MaKK6wsea0HNlqPynWM6NYkQ/TBAxvMJ7d/gLTWp+CToObkfBkmug/XEP9K2nYdK2QK7MR0reONjMBvTWHATgCDFNnjw5poa68oyGkJkn6OaUsUZ6ejoMBgPKysqQ7GUbWkKkpqbGXJiQFjpWuwVWuwUyiaNhqMmq97hdLEJX09HEeiiQEf3E/688I2AKCwuFH6CysjKcqjmIjp8OAwCk8mRHArWqCGMvvRtJWWNQv/VlABDu1idOnBiTQmI0eog4jhOaU8YiaWlpaGtzNCb0VmVGZxalp6eH3aZQ4yp0zBYDZHJeEMWPh8ib/enp6XH3PWREF7F3tWKMGBzHobKyEnv37gUA5BcWwZ6aC9WM5cI2qhnLkZQ1BsZux8VIladGSaE6ZsNlQPz3IQLg1oco1rwlrqSlOSsbPadUi4USvX2s4CoUTFYDkuUOYRdPIbO0tDRwHAdCiOh15h1ihJvY/hVkhB0+bGYwGNB26jBUVecBADoObkdGeRU6Dm6HsbsNHQe3Q3tsDwb6e932jTVGa8gslqG7OPPSoMlgwLraGjQNVp0ZAKFfkdVqHXkjg8RVENCJ1WbKQxTrwkEqlYrOJ0+sr4sR/TBBxBgSvkGjRqNBS3MjOr7fio6D29FRvR3NO99HR/V2dBzcDtWM5VAox0Cv1wv9YGJRENXU1OC+++4TxjvwxJuHKN6gPT58jeNGTbNolpkREPoVHT16dOSNDJK0tDSRJ48Ok9HiaGBgICarBWk8efBi0avHiC3YbS9jSPgu03xidXb5WbBllQAAMsqr0FtTLYTNJsxZgY5DX0CtViMnJycme4asW7cOL774InJzcyGTyaBWO8J/TBBFN3TFGB8a42eY8f81wvl3vHTp0pE0LyRIJBKkp6ejp6cHBoMBn+/biJ/Nz0R2Zp5IHO3YsQObN28GEFvVgjSePESeXmMwQgkTRIwhSUtLQ2FhIZqamlBWVoZ+Qzda604JIigxPUcIn+mO7UfhoICItXEdPGvXrgUhBJs2bUJzs8OzUFZWFvf9T1zzNWIN+mLJCyJ+lhn9umKwW3VJScnIGhgiMjMz0dPTI3i6spJzccnCX4q2uf7661FUVBST1YI8nloixFqbBEbswUJmjGHJyclB7eCU8Nbj3wphMgCi8Flr/SkhXDZhwoRImhww5eXlePbZZ/HUU09hypQpmD9/Pu64446YvYB6I9YFkCv0xdJEvU7nEdGvx6q3gc+jUavVmFQ2FYurVoq8QwaDAZs2bcLatWtjsuUFDxNEjEjAPESMYamuroZGo4HVakVRaRlsWaVCpVlGeRV0TSegmrYU1mP/FkIS48ePj6TJQXPVVVfhqquuirQZYcNVEMW6QEpOdnYfooUPn0cEAGZqjhm9fSzBCyKFQoHx6mlQZanR0d8kvK/RaPD9998jMzMzZsNlgOfzE6vnjBE7MA8RY1j4ZEar1YqWpjPIPWs+krIcU6d7a6ph6GiEUXMKZWVlwsTtWBdE8U68CSJ60nuvwYBnBr1C85TZKEtJwTxltkgoxerFVdStejCRmu9abTAYYLVace2118Z0uAwQn0+epKSkCFjCGE0wQcQYlsceewxqtRoymQwajQYdBz4T3lPNWA5V1XLklzkrytLS0mIyoZoRu9ACR6PRYNNgddlebRdq9Xrs0XaBLrT3dMGNBcTjOxyhMj5kptFo0N7eDqVSGdPhMgDo7+8XwvQ8sXrOGLEDE0SMYTn77LMxcaJjgn1ubi7yyypg7G5D4xfvAACKlv0SCir4OnbsWLfGf4zowm63D/k81qAvlmq1GivVaqxWFwz+czznexAZDIY48RDxgsjhIVKr1SgvL4957xAA7NmzR0gc54nVc8aIHVgOEWNYOI5DV1cX2tvbHWXoMkAzmEwNOASRxNAtbD927NhImcrwkXgLmdEXS4VCgRvLypADhyhfW1aOXhBoamuFC2ysehtoQWS2GkAIEYSRQqHAjBkzYt47BAD3338/Tp48iTFjHKH57OxsVFVVRdgqRrzDBBHDJy6++GJ0dnZCqVSi/sBuZMy+HIAjZAZCIDH0CNuWlpZGxkiGz8SbIHIVOGaX981w9iDie0vFInS3ZgICs9Ug5BABsT+2g2fZsmU4dOgQ6urqwHEcJkyYELOVgYzYgQkixrDU1NSguroaSqUSdXV10Ov1UGUfRNGy6wAAnFkPo74fGo0GarUaxcXFEbaYMRzxFjJzTbi1uLxvhrMHkaftYwVP88zoLtXxIogAx9R7pVIZaTMYowgmiBjDsm7dOmzbtk0YuJiSkgLV1IXC+5yhVxTvZ4Io9ogHQWQwGKDRaKBUKvGmVos16gIUDnqCXAVS/AiigbiadM9gRBKWVM0YlrVr10KpVIIQAo7jMHbsWCTLHRcUY3cbGndvgFKphFqtRklJCaswiwFsNpvoeayHzJKSkgRRXldXhx3UDDMgfgSR24BXy0BcTbpnMCIJE0SMYSkvL8d7770HmUwGQgi0Wi0kpj4Ajk7VbScPQKvVQq1Wo7u7G6dPn46wxYzhiLccIplMhsLCQqjVaowdOxaLBqvMeFxzimJVECUmJorntsVxyIzBGGmYIGIMS01NDf71r39hwYIFyM3NhdVqhamzEYAjqTpv7ESo1WpoNBqcOHEipjvkjhbiLYeI4zhkZWWhrKwMWVlZuKSsTAiXAWIPkVQqhUwWu9kCtOjRm3pgJzaP7zEYDP9ggogxLOvWrcOzzz6Lnp4eyGQytLe3o+34dwCApKwxGDehAgqFAmq1GosWLYqLPijxjCdvUKwLIkDs9bG6vGfxsl0sQouePoNW9J5rSI3BYPhO7N4mMUYMXuCkpqZi+3ZH76Exhc7EaYmpH4CjiifWh0qOBjyJn1gPmQGOcBKPa86QFRCSrisqKkbUrlBDi55+Y5foPeYhYjACh3mIGMNSXl6OdevW4ayzzhJKl5N5KW01gbM5MjQMBgM++OAD1NTURM5YxrB4Ej/xIIjkcrnw2FUQWQAh6frMmTMjaleooUWPztTj9T0Gg+EfzEMUIkwmE7788kvs3LkT3333HU6cOIHOzk5IpVLk5ORg2rRpuPjii3HttdcKw1Jjjby8POGxxDIA2K2QmHTCa/yk7fz8fJZHFMXEa8hsOEHEN2asrKwcOaPCgLewWEJCQsw2nGQwogEmiELA+vXrceutt6Kvr8/j+42NjWhsbMSWLVvwxz/+ES+//DIuvfTSEbYycGpqarBu3TpceOGFAByeoIaGBljbXkLB1Lngf4LVajUuu+wylkMU5cSD+PHEcDlEvHcz1ttCeBNEGRkZbIYggxEETBCFgLq6OkEMZWVlYdmyZZgzZw7y8/MBAD/88APeeustNDc3o62tDatXr8aHH36I1atXR9Jsn+GTqnfs2AGFQiFM1UZ7Owzt9agsL4FCocCYMWPwwgsvRNpcxijFNYeoyWDARk0zVqsLYFU4xRLtSYpF0tPT/XqdwWD4BhNEIWLmzJm49957cemll3r8wf3DH/6Aa6+9Fh9//DFsNhtuvfVWLFu2LCaqQtauXYtdu3bhyJEjQq8Xq9WKXqMVhp4OaDQJKCsrEwYxMmKPWM8hqqmpwe7du8FxHBQKBSwANmqasXGwe3rR4MgOQCycYpGhPEQMBiNwWFJ1CLj11lvx7bff4sorr/R695mSkoL33ntP8Bp1dXVh8+bNI2hl4JSXl+Mf//gH7r77bkyfPh0KhQITJ07EpIUrhR5EAJggihFqa2tRW1sLg8HZ4TjWBdG6detw4MABYXyMFcBqdQFWDzZojKeye2/Ch3mIGIzgYIIoBPg6gDA5OVmUO3TkyJFwmRRy+Eqz8vJyGAwG1NbWgjMPYNzESiGRMzc3N8JWMnzh+eefF82eiwfWrl2LuXPnCuLcAqBQocDasnIUDnqMeFjIjMFgeIIJohGG/tEaGBgYYsvoRKVSCRfTU99sh7GnXXjPbrdj7dq1rOw+yrnrrrugVqsF8RAPlJeX48orrxTEuacqM55YF0TeqlSZIGIwgoMJohHm6NGjwuPS0tLIGRIgubm5UKvVSElJwUB/L1oanHPLvvrqKzz77LOs5D7KKSsrQ1lZWdyVaNOhsKEEUayv25sgitV2HgxGtMCSqkeQmpoaodMzAFxyySURtCYwVCoVFAoFKioqoNFoRF6Gm266CUVFRazsPgaJh3JtWhC5DnOln8e6hygxMRFJSUkwGo2i15mHiMEIDiaIRgi73Y5bbrkFNptjEOPll1+OyZMnR9gq/8nJyQHg7OlCc/bZZ8dUf6XRiifxE++CqNtgQO2ggI/1pGrAMUbHVRClpqZGyBoGIz7gSKyXl8QIv/nNb/DXv/4VgENUVFdXo7Cw0K9jDLV9S0sLcnJyRB6oUNHQ0ID33nsPv/jFL6BWq9Hd3e1xu5ycnLi4sMYjDQ0N+Nvf/gYAuO2229zCRnK5POY9DAaDATqdo3M6B4AOIP35ueewafNm/OxnP8P9998f82EzrVYr3FzxZGRkxHxLAQYjGJYvX46EhAQ0NTUFtP+oyCE677zzwHFcSP4tWbLE789/5plnBDEkk8nw7rvv+i2GIsl7772H999/H++99x4kEs9/Mvz/H0Z08t5772HLli3YsmUL3nvvPbdz5e28xhL0mpqam/Hkc8+hsbkZALBq1Sr87Gc/w6pVq+Li79TT+YqHc8hgRBIWMgszf/vb3/Cb3/wGgEMMvf/++1ixYkVAxxpK9fICa+rUqQEdeygee+wx5OTkYO3atSgtLcWyZcvc+tYUFxfjnXfeCflnM0LDY489BpnM8XV/+OGH0djYiHfeeQd6vR6FhYW47777Yr5twu7du/Hoo48CcPRa0mg0sH77Le4uK8OzBgOaNRo0NTXh8ccfx6xZsyJsbXDce++92L9/v+i1d955B8XFxRGyiMGIPAkJCUHtPyoE0eWXX46zzjorJMcqLy/3edtXXnkFd9xxBwghkMlkeO+993DFFVeExI6RhO9BxJOeno7e3l7RNllZWSNtFsMPysvL8dZbb4meL126NIIWhZ6UlBThsVqtxtmA0JSxmeq7RG8XqyQnJ/v0GoPB8J1RIYjuuOOOEf/Ml156CXfeeacghj744ANcfvnlI25HOMjMzHQTRJmZmZExhsEYhBYECoUCN5WVQQkO/SBCNaRarY4L4cAEEYMReljQOQw8//zzghhKSEjAhx9+GDdiCPDsDWKCiBFpXD0/Ruq/fFWkQqGIC+HgugaO4+Kieo7BiCRMEIWYdevW4Ve/+hUIIUhMTMSGDRuwatWqSJsVUjxVI7HBkoxI41p2bhr8rxEQxs0YDIa4aGDoKn6SkpJYUjWDESSjImQ2Uvz1r38VEqjlcjn+8Y9/4OKLL46wVaHH0wUlHi4yjNjG1UPEj65tMBhw/Phx6PV6APHRr8e1bQDzDjEYwcNuKULE008/LYihpKQkbN68OS7FEOBZ/MR6DxtG7COXy0V9eIwAmgwGvDAohlJSUuImh4gJIgYj9DAPUQh49dVX8dvf/lZ4vmbNGhiNRmzevHnI/XJycrBgwYIwWxd6PAmieLjrZsQ+aWlp6OrqAuDwEG3UNKN5UAxVVFRApVJBKpVG1sgQ4Dp+hAkiBiN4mCAKAV9//bXo+QsvvIAXXnhh2P0WL16MnTt3hsmq8MEqXBjRSnp6ukgQrVYXoAmAXa2GQqGIG0+ma0fqWJ/PxmBEAyxkxvAbXvzQiapMEDGiAdp7OQCgUKHA0sHqMiB+QruuAigevF4MRqRhgigEvPHGGyCE+P0vFr1DgDN5VTPY7E6j0TBBxIgKbDabINJbDAasq62BxmAQ3o+Xakg2s4zBCD0sZMbwGz5fQa1Ww2q1wmq1orW1FSUlJRG2jDGaqampwccff4yWlhYAgA7ACY0GkwFkl5UBYIKIwWB4h3mIGH7Du+sVCgVkMhna29vx+uuvR9gqxmhn3bp1aGlpEarJStVqrFarMW6wSzUQPyGzYGc2MRgMd5iHiOE3dEULPxJh7dq1kTKHwQDg+Bv86aef0NnZCYVCAQmAtWXleArOQcTx0lGdH9TLYDBCB/MQMfyGTujkRyJUVFRE0CIGwzGw9te//rWQQD0AgIBggNomXgQR8xAxGKGHCSKG33j6MeY4LgKWMBhiaMFjA6CHc4SH6/uxjKuHiH3/GIzgYYKI4TfMXc+IVlwFT7vL+/GSVM2+gwxG6GGCiOE3rMKFEa0MJ4iysrJGzJZw4tp3iBDiZUsGg+ErTBAx/IbdnTKiFVdB1DbM+7GK62R7FjJjMIKHCSKG3zBBxIhW5HK5aPBpB/WeVCqNm5l7roKIwWAED/tWMfyGCSJGNEN7gWhBlJGRETdCIl7WwWBEE+xbxfAbJogY0QwtiOKx5B5ggojBCAfsW8XwG5avwIhmvAmfeKkwA1gOEYMRDpggYjAYcYU34RNPHiIGgxF6mCBiMBhxhTdBFM8eIlZ2z2AEDxNEDAYjrvAmfOJlsCvAQmQMRjhggojBYMQVaWlpHl+PJ0HEYDBCDxNEDL+pqalBbW0tDAZDpE1hMNwYDSEzBoMRepggYvjNunXroNFooNFoAACVlZURtojBcOLNQ+Tt9XiA5RAxGMHDGsow/Gbt2rU4ffo0tFotUlNTcfPNN0faJAZDwFs36ngSRK4CiOUUMRjBwwQRw2/Ky8uxZcsWWCwWSCQSt0GTDEYkGY0eIgaDETxMEDECJiEhIdImMBhuePMQpaSkjLAl4YOFyBiM0MNyiBgMRlyRnJzs8fV4FkRMIDEYwcMEEYPBiCtkMhmSkpJEr3EcB4VCESGLQg/LIWIwQg8TRAwGI+5w9RIlJyfHlWiw2+2RNoHBiDuYIGIwGHGHqzconrxDAAuZMRjhgAkiBoMRd3gTRDU1NVi7di1qamoiYVbIcPUQxZP3i8GIFEwQMRiMuMM1gZp/vm7dOjz77LNYt25dJMwKGcwjxGCEHlZ2z2Aw4o7zzz8fhw8fFp6vWLECgKOpKP3fWIXlEDEYoYcJIgaDEXesXLkS06ZNQ2dnJ7Kzs1FcXAzA0VQ01r1DgLsgYh4jBiN4mCBiMBhxSVFREYqKiiJtRlhgOUQMRuhhOUQMBoMRY7CQGYMRepggYjAYjBiDCSIGI/QwQcRgMBgxBsshYjBCDxNEDAaDEWPYbDbRc5ZDxGAEDxNEDAaDEWOwkBmDEXqYIGIwGIwYg4XMGIzQwwQRg8FgxBgsZMZghB4miBgMBiPGYCEzBiP0MEHEYDAYMQYTRAxG6GGCiMFgMGIMlkPEYIQeJogYDAYjxmA5RAxG6GGCiMFgMGIM5hFiMEIPE0QMBoMRY7AcIgYj9DBBxGAwGDEGE0QMRuhhgojBYDBiDCaIGIzQwwQRg8FgxBhMEDEYoYcJIgaDwYgxXJOqWZI1gxE8TBAxGAxGjOHqIWJl9wxG8DBBxGAwGDEG8xAxGKGHCSIGg8GIMZggYjBCDxNEDAaDEWMwQcRghB4miBgMBoPBYIx6mCBiMBiMGId5iBiM4GGCiMFgMOKAmpoarF27FjU1NZE2hcGISZggYjAYjBgjNzdX9FylUmHdunV49tlnsW7dughZxWDENrJIG8BgMBgM/5g6dSruvPNO7Nu3D0qlErfddht0Oh0AYO3atRG2jsGITTjCgs9xQWFhIQCgqakpwpYwGAwGgzHyBHsdZCEzBoPBYDAYox4miBgMBoPBYIx6mCBiMBgMBoMx6mGCiMFgMBgMxqiHCSIGg8FgMBijHiaIGAwGg8FgjHqYIGIwGAwGgzHqYYKIwWAwGAzGqIcJIgaDwWAwGKMeJogYDAaDwWCMepggYjAYDAaDMephgojBYDAYDMaohwkiBoPBYDAYox4miBgMBoPBYIx6mCBiMBgMBoMx6mGCiMFgMBgMxqiHCSIGg8FgMBijHiaIGAwGg8FgjHo4QgiJtBGM4ElMTITNZkN+fn6kTWEwGAwGY8RpaWmBVCqF2WwOaH9ZiO1hRIiEhIQR/byWlhYAiGsBFu9rZOuLbdj6Yp94X+NIr08qlQZ1LWQeIkZAFBYWAgCampoibEn4iPc1svXFNmx9sU+8rzHW1sdyiBgMBoPBYIx6mCBiMBgMBoMx6mGCiMFgMBgMxqiHCSIGg8FgMBijHiaIGAwGg8FgjHqYIGIwGAwGgzHqYWX3DAaDwWAwRj3MQ8RgMBgMBmPUwwQRg8FgMBiMUQ8TRAwGg8FgMEY9TBAxGAwGg8EY9TBBxGAwGAwGY9TDBBGDwWAwGIxRDxNEDAaDwWAwRj1MEDEYDAaDwRj1yCJtACP26evrg9VqhVKpjLQpIefQoUPYvXs3rFYrqqqqsHTp0kibFHLi+fwBgM1mw48//gir1YqJEyciJSUl0iaFFLY+BiNEEAbDA2azmezfv5/s37+fdHR0eNzmyy+/JNOmTSMSiYRIJBJSUlJCXn311RG2NDAaGxvJHXfcQe644w5SXV3tcZv/+I//ENbG/1u0aBHRarUja2wAxPv5I4SQ/v5+sn79erJ+/XpSX1/vcZu3336b5OTkCGtMSUkhDz74ILHb7SNsrf+w9cX2+nxhYGCAPP3002TVqlXkkksuIQ8//DBpbW2NtFmjFiaIGB756KOPCMdxRCKRkOPHj7u9//3335PExEQikUgIx3HCP4lEQp588skIWOwff/nLXwjHcSQlJYX09/e7vf/ss8+K1kWv7/zzz4+Axf4R7+ePEELefPNNwnEckclkpKGhwe39zz//XLiQuq7xd7/7XQQs9g+2vthe38GDB0lFRQWZPHky+frrr93e7+/vJ9OnT3e76VKpVOTw4cMRsJjBBBHDI7fccgvhOI5Mnz7d4/uLFy8WfqDy8vLIzJkziUwmIxzHkaSkJHLmzJkRttg/Vq1aRTiOIxdffLHbezabjajVasJxHElMTCS/+93vyPPPP0/OOecc4Qf5888/j4DVvhPv548QQq6//nrCcRyZO3eux/erqqqENZ599tnkyiuvJBkZGcJF+Mcffxxhi/2DrS+21/fggw8SjuPImDFjPHq07rnnHo83XRzHkfHjxxOz2RwBq8NLdXU1eeaZZ8hf/vIXsmPHjkib4wYTRAyPzJ49m0gkEvLrX//a7b2amhpBGFx11VXEYrEQQgj5+uuvBa/DI488MsIW+8fUqVOJRCIhjz76qNt7O3bsENb3t7/9TXi9v7+f5OfnE4lEQm666aaRNNdv4v38EULI2WefTSQSCfnP//xPt/eOHDkirPHuu+8WXj958iRJSUkhEomE/P73vx9Jc/2GrS+217d8+XIikUjItdde6/aeTqcjycnJQqj6k08+IT/++CO5/fbbhXW/+eabEbA6MOIlBYFVmTE80tHRAQCYPHmy23vbtm0THj/xxBOQyRy5+fPnz8fFF18MQgh27NgxMoYGSFdXFwBg3Lhxbu99+eWXAIDk5GTccMMNwuupqan4+c9/DkIIvvvuu5ExNEDi/fwBznM4ceJEt/c+//xzAIBUKsVDDz0kvD5hwgSsXr0ahBB89dVXI2NogLD1xfb6mpqaAAAzZsxwe2/btm0wGAwAgJdffhkrV67E5MmT8eKLL+Kss84CAGzevHnEbA2WDz/8EC+99BLeeustlJeXu73/3HPP4bXXXgNxOGGEf19//TWuueaaCFjsGSaIGB7hf6w8VR59/fXXAIBp06ahuLhY9N6SJUsAACdPngyvgUHCr89TxcrevXsBAIsWLYJcLhe9xwuMxsbGMFsYHPF+/gCgs7MTAJCZmen23p49ewAAM2fOhEqlEr03Z84cAEBNTU14DQwStr7YXh//HczPz3d7b/fu3QCA3NxcrFixQvTeFVdcAUIIDh8+HH4jQwT/m7JkyRKkpqaK3rPb7fjzn/8MAEhISMBvf/tbPPfcczj77LNBCMH27duxffv2EbfZE0wQMTwyMDAAwPHH7Mq+ffvAcRwWLVrk9t6YMWMAAL29veE1MEgkEsefvl6vF71us9nw7bffguM4zJs3z22/rKwsAM7/P9FKvJ8/ADCbzQAAq9Xq9h6/xoULF7q9x19g+/v7w2tgkLD1xfb6uru7AQBJSUlu7/Hr89TGo6SkBADQ1tYWXgNDSG1tLTiOw6xZs9ze27VrF1paWsBxHJ599lk8+eSTuPPOO/Hll18iLy8PAPD++++PtMkeYYKI4ZGMjAwAQHNzs+j1+vp6NDQ0AHDeqdHwF2CO48JsYXDwP6onTpwQvb5v3z7odDoAntfHv+fpRy6aiPfzBzjFaX19vej148ePCxeT2bNnu+3HX4ilUml4DQwStr7YXh//G8ELIx69Xo9Dhw4BgMebLt5rza8zFoiXFAQmiBgeGT9+PABnLJ9nw4YNwmNPX2b+hyzam/xNmzYNhBB88MEHoh+eV199FYDDtTt37ly3/U6fPg3Asxs8moj38wcAFRUVIITgk08+Eb1O323Onz/fbT+NRgMAbqGYaIOtL7bXV1BQAAA4cOCA6PXPP/9c8Ip5uinp6ekBALfQUzQTLykITBAxPHLeeeeBEILPPvsMzz//PIxGI/bs2YP/+7//A8dxqKysdMs/ASDEvcvKykbaZL9YtWoVAKCurg7nnnsuXnrpJdxyyy146623wHEcLrroIiQnJ7vtx9/JeEoEjSbi/fwBwAUXXADA8YN777334sSJE3j33Xfx1FNPCe773Nxct/2qq6sBwGPyZzTB1hfb65s9ezYIIXjvvfeEC77VasXTTz8NwJE75Snh+vjx4wDg8fsZrcRNCsLIFrUxYoXGxkahLJT+56kcnaawsJBIJBKydu3aEbbYPywWCznrrLOE9dDrS0hIIN9//73bPjqdjiQlJRGJREL+67/+KwJW+068nz9CCOnq6iJKpdLrGj/88EO3fWw2m9D5+N57742A1b7D1hfb6/v3v/8trCU7O5tcffXVZPLkycJrd911l8f95syZQyQSCfnFL34xwhYHTklJCZFIJOQPf/iD6PWvvvpKWO+///1vt/3eeOMNwnEcSUtLGylTh4QJIoZX3n33XZKQkODWNOziiy/22Ghs9+7dQ/6YRRuNjY1k9uzZorWlpqZ67f/xyiuvCOvz1Hk22oj380cIIV988QXJzMx0W+Ott97qcfutW7cKa/zkk09G2Fr/YesTE2vru+qqqzzedKlUKtLS0uK2fVNTk7DdunXrImBxYFx66aWE4zhSVlZGTCaT8PoNN9xAOI4jcrmc6PV6t/0efvhhwnEcmTBhwkia6xU23JXhlV/84heYMmUKXn31VZw6dQopKSm44IILcNNNN3lMut20aRNKSkrAcRyWL18eAYv9o7CwEN988w2qq6uF9S1YsMBjGTAAKBQKPPLII+A4zmN+UbQR7+cPAM4991ycOHEC7733nmiN5513nsftv/vuOyxevBgcx+Hcc88dYWv9h61PTKyt7+2330ZpaSleeeUV9PT0CKGjF198UaiwonnllVdACAHHcV7/H0Qjq1atwieffCKkIPzyl7/EgQMHYi4FgSOEkEgbwWAwGAxGvGK329HR0YHk5GSkpaV53e7QoUPo7e312hYjWrFaraiqqsKPP/4outkihEAmk2Hfvn04++yzRfvo9Xrk5OTAbDbj0UcfxYMPPjjSZrvBPEQMBoPBYIQRiUQi9PgaiunTp4ffmDAgk8nw6aef4oorrsC3334rvJ6SkoLnn3/eTQwBjmpCk8nktR9TJGAeIgZjEIvFgrq6Omi1WpjN5pi6Q2MwGIxowNcUhHfffRc1NTXgOA4PPvigUKkWSZggYox6du3ahSeffBJffvmlMF+I4zi3DrrPP/88Dh8+jMLCQjz88MORMJXBiEv6+vrwyiuv4NNPP8WxY8eg1WphtVrdvoM7duxAa2srcnJy3EZeMBjBwkJmo5w1a9aE5bgcx+G1114Ly7FDBSEEv/nNb/Dss88Kz4dCpVLh1VdfhUQiwY033hgVfUJGw/kLV/Isx3H44osvwnJsf4j39Q3Hpk2bcPPNNwvjYvjvoafE/0OHDuH3v/89FAoFWlpakJ6ePqK2eoKfSxYOmJd6ZGEeolGORCIJ25gGm80WluOGivvuuw9PPPEEACAtLQ0XX3wxzGYzNm7cCI7j3Ow3m81QqVTQ6XR49tlnceedd0bCbBGj4fyFY418JU80rDHe1zcUH374Ia655hpBBOXl5SE9PR2nTp3yaL9Wq0VeXh5sNhveeeedqJiUHq7voCcvdSwRiykIkQ/aMSIOcfSjCum/aOeHH37Ak08+CY7jsHjxYtTW1uK9997Ddddd53WfxMRELFu2DEB47wr9ZTScP7a+2F6fJzo7O3HzzTeDEIL8/Hxs27YNGo0G//u//+t1H6VSiQULFgBwzsiKBsLxHYyV8+jKrl27cMkllyArKwsVFRWYP3++Ry/o888/j1tvvRWPPfZYBKz0DAuZjXLq6uoibUJEeOmll0AIgUqlwubNm4VhqMMxY8YMbN68GT/++GOYLfSN0XD++IGz8Uq8r88bzz33HPR6PeRyObZv3y7MtRqOWbNmYefOncKYmUjzyCOPRNqEqCAeUhCYIBrllJSURNqEiLBz505wHIfrr7/eZzEEOOcLNTU1hcs0vxit548R+3z22WfgOA5XX321z2IIcA4ujpabASaIHNx///1Yt24dAPcUBE/87Gc/Q1paGnQ6HbZs2RIdKQiRNoDBiAS8oKmqqvJrP34CtesQQwaD4R81NTUA/E8c5m9g+vr6Qm4TIzDiJQWBCSLGqMRkMgFwfCn9QafTAXA0HGMwGIHDCxpvfWq8YTabAQAJCQmhNokRIHwKQk5ODjZv3oycnByf9psxYwYIIVGTgsAEEWNUolKpAADNzc1+7cd/cX3pOstgMLyjVCoBAF1dXX7tV19fDwDIzs4OtUmMAImXFASWQzTKaWhoCNuxoyFJzhtTpkxBU1MTvvjiC9xzzz0+77d582ZwHIdZs2aF0TrfGQ3nL977vMT7+rwxbtw4tLe345tvvsEtt9zi83587tHUqVPDaB3DH+IlBYEJolFOaWnpqOyhceGFF+LTTz/Fp59+ioMHD2LGjBnD7vPiiy/ip59+AsdxWLly5QhYOTyj4fwtWbIkrtcY7+vzxnnnnYd9+/Zhw4YN+J//+R/BazsUO3fuxFdffQWO47B8+fIRsHJ4RntjTSB+UhCYIGLEbL+LYFizZg3++7//Gx0dHbjsssvwz3/+0+vdDSEEzz33HH7/+9+D4ziMHTsWV1xxxQhb7J3RcP7ifY3xvj5P3HLLLfi///s/6HQ6XHXVVfjkk08Ej4EnqqurhUaM6enpuPHGG0fI0qHhw0WhhG+sGSuoVCo0NzfHfAoCE0SjnBtuuCHSJkSE5ORkvPLKK1i1ahU0Gg1mzZqF8847TxT//tOf/oSGhgZ8/vnnaGhoACEEMpkMb7zxRlQMIgRGx/mL97LmeF+fNwoLC/HAAw/gkUcewe7du1FZWYk777wTFotF2Gbv3r04c+YMtm7divXr18NqtYLjOPz5z39GWlpaBK0XMxoFLU28pCCAMBijmDfffJMoFArCcRyRSCRe/3EcRxQKBfnwww8jbTKDEVfcfPPNw37/+O8gx3HknnvuibTJDBeeffZZwnEckclk5MCBA8LrmzdvFs6tKy+88ILw3vr160fSXK9Ex20ugxEhrr/+enz//fe4/PLLIZFIPLbP5zgOl156Kb777jtceeWVkTaZwYgrXn31Vbz66qtQq9VDjrHIy8vDq6++ir/+9a+RNpnhwpo1a5Cbmwu73Y7LLrsM1dXVXrclhODZZ5/Fr3/966hLQWDDXRmMQfr7+/H111+jvr4ePT09SE1NRWFhIRYtWsRKfBmMMGOxWLB9+3bs2rXL7Tu4ZMkSXHDBBVAoFJE2k+GFTz75BKtWrQIhBBKJREhB+PDDD8FxHB577DGPKQg7duwQ5tNFGiaIGAwGg8FgBM1bb72F22+/HUajccikcEIIkpKS8Oabb0aV150JIsawEEKwceNGfPrppzh27Bi0Wi0sFgtqa2tF2/3www/o6+tDRkYGKisrI2Qtw5XRcP76+vrwyiuviNZotVrdys537NiB1tZW5OTkYMWKFRGy1n/ifX2jAYvFgv379wvnz2w24+GHH460WSHn2LFjeOSRR7B582bYbDa39yUSCVauXIk//elP0fc7M3LpSoxYZP/+/WT8+PFuyY2ekuQeeeQRIpFISGZmJjEajRGw1nc4jiNSqZR8/PHHfu23bds2IpFIiFQqDZNloSVezx/Nxo0bSVZWllvyrac1/uUvfyEcx5Hk5GTS29sbAWv9J17Xt3TpUnLuueeSPXv2+LXft99+K+wbC5jNZvLHP/6RZGdnuyWKu/L73/+ejB8/PmbWNhR9fX1k69at5IUXXiCPP/44WbduHdm4cSPp7OyMtGleYYKI4ZWdO3eSpKQk4Uc4ISGBZGVlef0xbm5uFr7omzZtGnmD/YBfQyCCyNv6o414Pn8869evF4mE/Px8MnHiRK9r7OrqIgkJCUQikZD33nsvAhb7RzyvbzR8B7u7u8msWbNE53AoQbt7927hPbpaizEysCozhkf4ZmkmkwkpKSl46aWX0N3djddff93rPmq1WugnESsdVuOV0XD+Ojs7cfPNN4MQgvz8fGzbtg0ajQb/+7//63UfpVIpJHB++eWXI2VqQMT7+kYDP//5z/Hdd9+BEIK5c+fipZdeGjJMtnDhQhQUFAAAPv3005EykzEIE0QMj7z00kvo6OiAVCrFv/71L9x6660+tVefO3cuCCFDll3GMkajEQAgl8sjbMnQjIbz99xzz0Gv10Mul2P79u0+58zMmjULhBAcPnw4zBYGR7yvL1D4vCmZLLr7Cm/duhWff/45OI7Dr3/9a+zZswe33nrrsPO+zjvvPBBCsG/fvhGyNHgkEglkMhn++c9/+rXfZ599BqlUGjXnMjqsYEQdW7ZsAcdxuOyyy7Bw4UKf95s0aRIAuCXsxgu8UIj2MvzRcP74IZ9XX301Jk+e7PN+48ePBwDU1dWFy7SQEO/rC5TTp08DcIzviGbeeecdAMDkyZPxl7/8xef9pkyZAgA4ceJEWOwKFyTA+qxA9wsHTBAxPMJ/Gf0doJiVlQUA6OnpCbVJAdPQ0ID6+nqP7/3www/IzMwccn9CCHQ6HQ4cOIC//OUvMTFpO57OnzdqamoA+D/RnR/P0tfXF3KbQkm8r4/H15lder0eBw4cwDPPPAOO4wTxHq1888034DgO11xzjV9zyfLy8gAA7e3t4TKN4QUmiBge6e7uBgCfJlDT8GWW0TLrCwBef/11PPbYY26vE0Lw0EMP+XUsMti5+he/+EWozAsL8XT+vMFf8IcTtK6YzWYAQEJCQqhNCinxtL5HH33U63fwZz/7WUDHXLlyZZBWhZe2tjYATo+dr/DheD48H89EWwpC9P/qMSICf5fZ29vr135NTU0AHMmd0QRxGQPg7fXh/gHAzTffjGuvvTZSS/GJeDt/nuBt7Orq8ms/3lsY7WHPeFtfqL6DhBBMmTIFd999dwRXMzxSqRQA3HpFDYdWqwXgvxCORaItBYF5iBgeKS4uRldXFw4cOICbbrrJ5/127NgBAH7lPISb6dOnu02Ff/PNN8FxHJYsWYLi4uIh95dIJEhNTcW4ceOwfPnyqFqbN+Lp/Hlj3LhxaG9vxzfffINbbrnF5/343JxoD3vG0/oyMzNRUlIieu3MmTPgOA45OTlITk4ecn/6O7hixQrceOONUT/GIzc3F3V1dX7n4x04cAAAUFhYGA6zgiauUxBCX8nPiAfuvfdewnEcUalUpL+/X3h9qOnFhw8fJlKplEgkEvLnP/95JM31m0B7oMQK8X7+CCHk4YcfJhzHkfT0dNLe3i68PtQav/zyS+G9devWjaS5fhPv64v37+C1115LOI4j55xzjuj1oc6fXq8XGjjefffdI2WqX/zxj390azBJ91by5x+/zzvvvBPpZRFCWB8ihhfWrFkDiUSCrq4u3HzzzbDb7UNu39TUhCuvvBJ2ux1yuRxr1qwZIUsD4/rrr8f1118/rHcoVon38wcAt9xyC+RyudBzSafTDbl9dXU1rrnmGgCOCqUbb7xxBKwMnHhfX3FxMYqLi4f1DsUqq1evBgAcPHgQb7/9tk/7rF27VgiZXX311WGzLVhInKYgsJAZwyOTJk3C7bffjhdeeAEbNmxAXV0dfve734mqjzQaDc6cOYOtW7fi+eefR09PDziOw3333Yfc3NzIGe8Db7zxRqRNCCvxfv4AR0jhgQcewCOPPILdu3ejsrISd955JywWi7DN3r17hTWuX78eVqsVHMfhz3/+M9LS0iJo/fDE+/q8hV3ihdWrV2Pq1Kk4cuQIbrnlFnR3d+P222/3uG1tbS3uu+8+bNq0SQjlz58/f4Qt9o24TkEYeacUI1awWCzk/PPP98kVyrtMV61aFWmzfeKpp54iPT09kTYjrMTz+aO5+eab/VrjPffcE2mT/SJe13fw4MFImxB2Tp48KRqXk5mZSSorK4Xn5513HpkwYYLoHObm5pKmpqZIm+4X8RL+ZIKIMSQ2m4089NBDJCUlxW0OD/1coVCQhx56iNjt9kib7BP8AMw1a9aQb7/9NtLmhI14PX+uvPbaa6SwsNBtXhT9Lz8/n7z22muRNjUg4nF9HMeRuXPnkrfeeiumhgn7y5EjR8j48eOHzLPh35swYQI5efJkpE32mxtuuIHceOONpLq6OtKmBAVHSBS1iWRELZ2dnfjwww+xa9cu1NfXo6enB6mpqSgsLMSSJUvw85//HPn5+ZE202ckEomoWVpVVRXuvPNOXHPNNVFfvRII8Xb+PGGxWLB9+3ava7zgggti+tzG2/ro72BWVhZuuukm3HbbbSgvL4+wZaHHZDLh1VdfxZtvvonq6mqh3xfPlClTcNNNN+GOO+6Imp48oxEmiBijkgcffBB///vf0draCsDZLTcjIwM33HADbrvttqjvhMtgxDILFizA3r17heccx4HjOJx77rm46667cMkll8REg1B/0el0aGxsFARtQUFBTPT9Goqnn34aa9asEfqfxSpMEDFGLVarFZs2bcJLL70kmgzOi6PFixfjzjvvxKpVq4QmawwGI3T88MMPePHFF/Huu+8Knbn5759arcatt96K//iP/4h572W8I5FIoFAo8POf/xy33347Zs6cGWmTAoIJIgYDwE8//YQXX3wRb775pjD2gv9hHjNmDP7jP/4Dt956a9Q2S2MwYhm9Xo93330Xf/vb34Tuxfz3TyqV4rLLLsPtt9+OZcuWRdJMhhfiJQWBCSKGRywWC1566SUQQrBo0SJMnz592H0OHTqE3bt3QyKR4K677vJroGG0YDKZ8MEHH+Bvf/sbvvnmG+F1juMgkUiwcuVK3HHHHVixYkUErRye0XD+BgYG8NBDD4EQgiuuuALz5s0bdp+9e/diw4YNkEqlePzxx6Nq3pcr8b4+b3z77bd48cUX8eGHH8JgMABwiqPx48fjjjvuwA033BAToy36+/tBCEFSUhISExOH3d5sNsNoNILjuKhvm0ATNykIEUjkZsQAGzduJBzHEalUSurq6nzap76+Xuh0/K9//Su8Bo4Ahw4dIrfddhtJS0tzqxApKysjTzzxBOnq6oq0mR4ZDefv7bffJhzHkcTERNLW1ubTPu3t7UQulxOJRELWr18fZguDI97XNxzd3d3k6aefJhUVFW4VkrFQIXrkyBEikUiIVColW7du9Wmfbdu2CfvEWrWZxWIhH374ITn33HPdzpdEIiFLly4lH330EbFarZE21StMEDE8wvc+WbhwoV/7LV68mEgkEnLbbbeFybKRp7+/n9xzzz2icnX+S56cnExuu+020tDQEGkzRYyG88ePRjj//PP92u/CCy8kHMeR66+/PkyWhYZ4X58/fPnll+SKK67weKGdOXMmef/996OuZcSDDz5IOI4jJSUlfu1XWlpKJBIJefTRR8Nj2Ahw6tQp8pvf/IYolUq385Wfn08eeugh0tjYGGkz3Yi/FH5GSPjuu++EzqP+sGTJEhBCsH///vAYNoLYbDZs2LABl112GZ599llRCIkMtp43GAx45ZVXMGnSJLz88ssRtFbMaDh/Bw8eBMdxWLBggV/78dvzQzSjlXhfn6+0trbiq6++wv79+4VKNMD5HTxw4ACuvfZaTJ8+Xcg/iga++uorcByHiy66yK/9Vq5cCUIIdu7cGR7DRoDx48fjqaeegkajweuvv445c+YI56u1tRV/+tOfMHbsWKxatQqff/55pM0VYIKI4RG+rf6ECRP82o/vIRLLbfkbGxvx0EMPoaioCFdffTV27twpfJknT56MF154ATU1NXj88cdRWloqCKM77rgD27dvj7T5AEbH+WtsbATgmArvD6WlpaL9o5V4X99wfPHFF7jiiitQUlKCP/7xj2hubgYhBDKZDFdddRVeffVVIZePEIKjR49i0aJFOHHiRIQtd8Db4Uv+Hs2UKVMAACdPngy1SSOOXC7HDTfcgL1796K6uhq33norUlNTQQiBzWbDP//5T1x44YUoLy/Hk08+KcxxixRMEDE8wicz+lshkJSUBMBRNRJrfPrpp7j00ksxbtw4PP7442htbQUhBFKpFFdccQW+/PJLHD16FLfffjvGjRuH+++/HzU1NXjhhReEZmr/+7//G+FVOBgN589sNgOAT8mqNHyiMf//KFqJ9/V5oru7G0899RQmTpyIFStWYNOmTbBYLCCEIC8vD4888gjq6+vxwQcfYM2aNdi2bRtOnjyJq666CoAjEf2//uu/IrwKB3y1anZ2tl/78dt3dXWF3KZIMm3aNLz00kvQaDRYu3at8DohBHV1dbjvvvtQVFSE22+/PWJing13ZXgkMzMTXV1daG9v92u/jo4OAIiZComOjg689tpreOWVVwSvCBksvMzLy8Mtt9yC2267DWq12uP+EokEt99+O+rq6vDEE0/g6NGjI2X6kIyG86dUKtHe3g6NRuPXfi0tLQAQ9U3k4n19NN988w1eeuklfPTRRzAajQCc38OFCxfiV7/6FVatWgWZzP2SVV5ejg8++ACEEHz00UfYs2fPiNrujaSkJOh0Or9vLvjtPa01lrHZbNi0aRNefPFF7Ny50y0FAYCQgvD222/j6aefxq233jqiNjIPEcMj/MTi3bt3+7Ufv31BQUHIbQolu3fvxi9+8QsUFRXhD3/4A+rr64Ww2Pz58/H++++joaEBjz76qFcxRMOXRHd2dobbdJ+I9/MHAGPHjgUA/Pvf//ZrP377kpKSkNsUSuJ9fXq9Hi+//DKqqqowf/58vP322zAYDCCEIDk5GbfddhuOHDmCXbt24corrxxWIFx++eUAgObm5pEwf1hUKhUA+H2TxG+fk5MTcpsiQUylIIxM7jYj1vjtb39LOI4jcrmc1NbW+rTPTz/9RBITE4lEIiF33XVXmC0MDtcBpykpKeTWW28lhw8fDuh427ZtE44ZDcT7+SOEkAceeEBoLXDgwAGf9vnuu++Eapd77703zBYGR7yvLy0tzW246cSJE8kzzzxDent7/T5etH0Hr7nmGsJxHCkuLiZms9mnfUwmEykqKiISiYSsXr06zBaGl61bt5JLLrmEyGQy0TlOSEggV155Jdm5c6fbPjabjbz44oskKSmJSCQSsmzZshG1mQkihkeqq6uFH5ezzjqLaDSaIbdvbm4mZ511lrDP/v37R8jSwOC/nOPHjydPP/006enpCep4zc3N5I033iBvvPFGiCwMjng/f4QQUlNTI/zYFhYWDitmDx06JEyMl8lk5Pjx4yNkaWDE+/r476BUKiWXXXYZ2b59e1DHO3r0KLnxxhvJjTfeGCILg+Pdd98Vvk/33HOPT/usXbtW2Of1118Pq33hoL29nfz5z38m48aNcxO7+fn55OGHHybNzc3DHuc///M/CcdxJDc3dwSsdsIEEcMrV199tfDlzM7OJo899hg5cuSI0FjLarWSw4cPkz/+8Y8kOztb+ALEwp3NpZdeSj777LNImxFW4vn88dx9993CGpOSksiaNWvIP//5T1JTU0Pa2tpITU0N+fjjj8mNN95I5HK5sO3tt98eadN9Ip7Xp1KpyP/7f/+PnDlzJtKmhAWr1SoSBldffbXXJqmnT58mV111lbBtaWkpsVgsI2twEOzatYtcc801QlNQWggtWLCAfPDBB36tZ/PmzRHx9rHRHQyv6HQ6zJs3Dz/88IPbGAe5XA6TySR6jRCCyspK7NmzB+np6SNpKsMDo+H8Wa1WXHjhhfjiiy+GHTXC/9QtXboU27Zti4mxFvG8PrPZ7HcFXazxzTffYMmSJbBYLAAcRRhTp07F5MmTkZaWhv7+fvz44484evQo7HY7CCFITEzEF198gfnz50fYet/hZ5nxf4PJycm49tprcdddd2Hq1Kl+H++zzz7DhRdeCI7jYLPZQm2ud0ZUfjFijr6+PnLllVeKOsR6+3fllVcGFPtnhI/RcP6sViu59957SVJS0pDrS0pKIvfee29M3XkTEv/ri3e2bdtGsrKy3Do20//497Kysnwe8xFNxEsKAvMQMXzi4MGDePPNN7F79240Njair68P6enpKC4uxqJFi3D99ddjxowZkTbTL44ePSr0N8nNzR12+/b2drS2tkIikeCss84aAQtDRzyeP1daWlrwwQcfeF3j1Vdfjfz8/EibGTDxvr54RqPR4M9//jPeffdd9PT0uL2fmZmJ6667Dvfdd59PVa3RxmWXXYa77ror6odeDwcTRIxRyd69e7FgwQJwHIevvvrKp0ni+/btw/z58yGRSLB//36cffbZI2ApgxGfnD59GjNnzgQAvP7667j00kuH3eeTTz7BDTfcAKlUiurqahQWFobbzJBCCMGRI0fcBO2UKVOGDYkywk98dX5iMHxk06ZNAByjLXwRQwAwd+5cVFRU4MSJE9iwYQMTRAxGEHzwwQfo7u5Gbm4uVq5c6dM+F198MeRyOdrb2/H+++/j3nvvDbOVoYXjOEybNg3Tpk2LtCkMD7DGjIxRyZ49e8BxHC644AK/9rvwwgtBCMHXX38dJssYjNHBrl27hOGnEolvlyKJRCIMP92xY0eYLWT4w9GjR3HkyBGfu+O3t7fjyJEj+OGHH8Jsme8wQcQYlfz0008AnIMUfWXy5MkAgFOnToXcJgZjNPHjjz8CgN+e1qqqKgDAsWPHQm4TIzD27t2LadOmoaqqCjU1NT7tU1tbi+nTp2P69Ok4cOBAmC30DSaIGKOS3t5eAI5kRn/g50Px+zMYjMDgx9yMGTPGr/34Agh+7h4j8gSTgkAIwYYNG8Jpns8wQcQYlaSkpADwX9j09fUB8H8COYPBEMPPJuOHufqK6/BXRuSJlxQEJogYo5K8vDwAjnJ0f+Bdu76U6TMYDO/ww0/9DT+fPHkSQPwMP40H4iUFgQkixqhk7ty5IIRg/fr10Ol0Pu3T39+P9evXg+M4zJ49O8wWMhjxTVVVlRAu8dXbw2/PcZzfF19G+IiXFAQmiBijktWrVwMAurq6sGbNGtjt9iG3t9vtWLNmDbq6ukT7MxiMwODDKydPnsQTTzzh0z7/93//J3iILrroorDZxvCPeElBYIKIMSpZuXIlpk+fDgD4xz/+gUWLFuGrr77yuO2uXbuwcOFCbNy4ERzHobKyEpdffvkIWstgxB/XX3+9kFD9wAMP4P777/fqrdXpdLjvvvvwhz/8ARzHITs7G2vWrBlJcxlDEC8pCKxTNWPUcurUKcyePVu4SwGArKwsVFRUCIMXjx8/ju7ubgAOd316ejq++eYbTJo0KVJmMxg+Ybfbfe7vEym2bNmCyy67THielpaGZcuWuQ0/3bFjB/r7+0EIgUQiwYYNG/Czn/0scoYzRKxZswZvvPEGcnJycPr0aaSmpg67T39/P8aNGwetVouf//znePfdd0fA0mEY0clpjKjk0UcfJY8++ig5efJkpE0ZcQ4dOkRKS0tFQzK9DV4sLS0lBw8ejLTJo5KbbrqJ3HTTTaS6ujrSpoSFYIdhumKz2cgvfvGLkB4zXLz22mtELpcPOfyU/x4mJiaSV155JdImM1z45JNPhHN35ZVXEpvNNuT2NpuNXHHFFcI+GzZsGCFLh4YJIobwR/nxxx9H2pSIMDAwQJ588kkydepUkQDi/79MmzaNPPXUU0Sv10fa1FFLvP+NLliwgBiNxpAd74YbbiASiSRkxws3Bw8eJCtXrnT7/tHfw0svvTRuBXE8UFVVJYjX+fPnk927d3vcbufOnWTevHnCtlOmTBlhS73DQmYMSCQScByHTZs2+TRgMZ7p6elBU1OTMHixsLDQ78qJWMFms6GzsxMpKSk+ubgjSbz/jUokElx66aXYuHFj0GGuW2+9Fa+++io4joPNZguRhSODVqvFV1995Tb8dMGCBVAqlZE2z2/4MF9SUpJPicNmsxlGoxEcxyEtLW0ELAwdcZGCEFk9xogG4v3ue7RhNBpJe3u71/erq6vJpZdeSpKTk4W7tJKSEvLggw9GrRcs3v9G+fXdfPPNQR3nV7/6leBVkclkIbKOEQhHjhwhEomESKVSsnXrVp/22bZtm7BPLKYwxHoKQnRn3DEYDJ/58ssvMW/ePCQnJyMvLw+pqalYvXq1UKYMABs2bMCcOXOwZcsWGAwGEEfYHA0NDXj88ccxe/ZsYaQCY+TgmxS+/vrr+H//7/8FdIzf/e53eP755wE4PE4vv/xyyOxj+M+HH34IQggKCwtx4YUX+rTP+eefj+LiYhBC8MEHH4TZwtAzbdo0HDt2DE888QSmTJkC7v+3d99RUV1bHIB/ZwYEAVEEsRMr9oYNxNhLNGiCGjuKLdaYxIYtPk1MFEs00Qgq2PUpVqxBYxcBRRRbhKjYQKVLk37eH765AWkDU+6U/a01a+Hce87a49w7s+dUxoTPGP7/zqiWLVti7dq1ePDggbAvncYQMRkjGkLXf32XRlxcHL9//z6/fv06v3//Po+LixM7JLkcPHiQGxgYFDoGqkqVKvz58+f88ePHQqtQYeM0ZOc7OTmJ/XIK0PVr9NatW9zc3Fz4Fb1u3bpSlZ8/f36+99DDw0M1gRK5de3alUskEj516tRSlZO18nXv3l1FkalPQkICv3fvHvf39+f37t3jCQkJYodULAOxEzJCxPb27Vts2LABBw8eLHSn5gYNGmDo0KGYMWNGqTeiVIf4+HhMnjy50PEinHPExcVhyZIlKF++PN6/fw9TU1PMnj0b/fr1g6WlJWJjY3Hy5EmsX78eaWlpOH36NK5fvy73Jo1EcXZ2djh69Cj69++PzMxMzJkzB9bW1hg5cmSJZf/zn//A3d0dAMAYw7p16zBlyhRVh6x0f/31Fw4ePIjAwEBERUUJY4hq1KgBe3t7fPXVV+jVq5fYYcrt0aNHACCsdyYv2QrceVt2tVWlSpW0awym2BkZEZ+u//ouzsGDB3mlSpUK9G8X1gdeqVIlfvjwYbFDLmDdunVCnL179+Z37tzhmZmZPCoqii9ZsoRLJBJuZWXFq1Wrxg0MDPi1a9cKrefixYtcKpVyiUTCZ8yYoeZXUTx9uUYPHjzIpVKpMMXcz8+v2POXL1+e7zpdtWqVmiJVnidPnnB7e/tCx5p8/JyDgwN/+vSp2CHLpVy5cmWaUn7o0CHOGONGRkYqiowUhVqIiODChQtITExUWn1jxoxRWl2qcPToUQwfPjxf/3aVKlVga2sLMzMzpKSkIDw8HDExMQA+LEs/bNgwHDx4UKMWhfvzzz8BADY2Njh58qQwm6V69epYtmwZYmJi4OnpCcYYBg4cCEdHx0Lr6datG5ycnHD8+HHcuHFDbfGXxv79+3Hnzh2l1bdkyRKl1aUMQ4YMwcaNGzFt2jRkZWVh8ODBuHDhAtq3b1/g3DVr1uCHH34A8KFlaNmyZZg7d666Q1bIo0eP4OjoiMTExAL7mRkZGSEjIyPfc4GBgWjfvj38/f3RqFEjdYZaasbGxkhJSUFqamqpysnONzDQ/q/n+Ph4vH79Wmjtq169umbPFhQ5ISMaoLjF0Mr6kEqlYr+sYiUkJHALCwvh1/UXX3zBg4ODCz03ODiYOzs7C+daWFhoVF947dq1uUQi4QsWLCj0+I0bN4T3eP369cXWtX79es4Y41WqVFFFqGWmimtUk9fpWbp0qXC9WVlZFZhx9Ntvv+VrGfrhhx9EirTssrOzeePGjYXXUbt2bb5mzRr+4MEDnp2dLZzz4MEDvmbNGm5jYyOc26RJkxIX/xNb/fr1uUQi4XPmzClVuTlz5nDGGP/kk09UE5iKvXnzhi9atIjb2toWes/Z2tryxYsX8zdv3ogdagGUEBHhQ7WogbZleWjylw3nnK9YsUKI88cff5SrzE8//SSUWblypYojlJ9soPTu3bsLPZ6SkiLE7ePjU2xdPj4+Gtlcr4/X6PTp0/NNUY6KiuKcc+7h4ZHvNcybN0/kSMtm+/bt+QbyJycnF3t+SkoKd3JyEsrs3LlTTZGWzYgRIzhjjNvY2PDMzEy5ymRkZAg/cAYNGqTiCJVP24cgaH+bHFGaZs2awcrKSuww1OLMmTMAgA4dOgjdDiVZvHgxTp06haCgIJw+fRpubm6qDFFu79+/L3YhN9lO1MCHbojiyLrbsrKylBegEnXv3h02NjZih6EWGzZsQExMDA4ePIgXL16gT58+mDBhAmbPng3gQzfZzJkzhQHV2ubYsWMAPnT1+vj4oHz58sWeb2pqCh8fHzRt2hQvXrzAkSNHNLpb3snJCfv378erV68wd+5crF+/vsQyc+fOxatXr8AYw4ABA1QfpBLpxBAEsTMyIj59GbCaV7Vq1eTqQvqYrEupatWqKoqs9OR5/+R9j48dO6aRrSf6eI1yznlmZibv1atXvl/Wsl/aU6ZMETs8hchaQpYuXVqqcsuWLRO62DRZdnY2r1evnvC+DRs2jEdERBR67tOnT/nQoUOFc+vUqcOzsrLUG7ACdGUIAi3MSPRSfHw8AKBmzZqlKic7X5mDzwkpiqGhIY4dO4a2bdsKv7wZYxg/fjw8PDzEDk8hspaCJk2alKqcbJsHWXlNJZVKsXfvXhgaGgIADh48iIYNG6Jt27ZwcXHBtGnT4OLiAjs7O9ja2uLQoUPgnMPQ0BB79uzRqkHVnp6eSExMFAb3y67ZwrRt2xZHjhzBjz/+COBDS9HmzZvVGW6RtOd/nBAlqlixIuLi4hAdHV2qcrIPYW3bZ4hotitXrhR73M3NDePHj0dqaipatmyJ0aNHl1gGALp06aKsEJXO2NgYmZmZSEtLK1W59+/fAyi5+1cT2Nvbw9fXFyNGjEBiYiJycnJw586dAjMl+f+7mCpVqoS9e/cWORNUU+nKEARKiIheqlu3LuLi4nD8+HFMmzZN7nK+vr4AgHr16qkqtDKLjo7GixcvFDqntAkiUY5u3bqBMSbXuXfv3kXPnj1LPI8xhuzsbEVDU5kaNWogKSkJV69ehaurq9zlLl++DKD0rbti6du3L+7fv48VK1Zg7969hbYuV6pUCS4uLnBzc0ONGjXUH6SCwsPDwRjD8OHDS1Vu+PDhCAoK0phFKCkhInqpT58+uHnzJs6dO4e9e/di1KhRJZbZu3cvzp49C8YY+vTpo4YoS2fy5MnFHuecl3gOERf/aC2evGQJU3HnaJOuXbvi77//xt69e/Hdd98JKzQX5+7du9i3bx8YY+jatasaolSOGjVqYMOGDfj9999x9+5dvHz5Ulibx8bGRtj3S1vpyhAESoiIXpo6dSrWrl2LjIwMjBs3Dvfv38ecOXNgaWlZ4Ny4uDisXr0av/76K4APTf1Tp05Vd8hyKerLMu+HrTxfukS9bGxs9O7/fvz48fD09ERWVhZ69+6NnTt3om/fvkWe/+eff8LV1RWZmZlgjGHChAlqjFY5GGNo1aoVWrVqJXYoSqUrQxAoISJ6qUaNGli1ahVmzpyJnJwcrFq1CuvWrUObNm3QqFEjmJqaIjU1FWFhYbh9+zaysrKEAa2rVq3SuGbtkloN5G1V0JXWB23z7NkzsUNQu3bt2mHcuHHYvn07YmJi0L9/f7Rq1Qp9+/YtcA/6+fkhNDRUuAfHjRtX5KBdon66MgSBEiKCLl26gDGmN2sQycyYMQPp6elYuHAhsrOzkZmZiRs3bhTYtkKWJBgYGGDFihWYPn26GOEWKTc3V+wQVG7MmDFgjOnNGkT6wtPTE9HR0Th16hQAIDQ0FKGhoYWeK7sPP//8c3h6eqotRlIyXRmCwDj9JCR6LjQ0FCtXrsTx48eFGSx5lS9fHl9++SXc3NzQsmVLESIkRLdt3LgRq1atwqtXr4o8p3bt2nBzcytVCwRRj6ioKDRo0AAZGRmQSqWYPXu2XEMQsrOzUb58efzzzz8a0epOCREh/5ednY3Q0FBERkYiOTkZFSpUQM2aNdGqVSutWhOEEG2Uk5ODwMBABAYGFrgH7e3tYW9vD6lUKnaYBchi+nhWn6KxavoswY9t3LgRM2fOFMbCGRoayjUE4ffff9eYVndKiAghhJAykkg+rG/MGENOTk6B58vq4/q0wZo1a4QhCEDhkzQ+HoIg24pGE1BCRAghIitp/aiyojFXqpd3DamLFy8W+nxZ5a1PW2jzEARKiAghRGQSiUTp0+61rcuF6BZtHIJACREh+DBT68mTJ0hISEB6erpcZTR5WwSiXRTtXimMNna5ECImzUzTCFGTwMBAuLu749y5c4U27xaFfn0TZWratKlSWogiIiLw/v17rVpPKikpCdu3b8fp06dx//59JCQkICMjo8RydA8SZaOEiOit3377DXPmzEFubq5WfYEQ3XP//n2Fyj9+/Bjz58/HgwcPtGrFa39/fwwdOhRv3rwBoFsLg44fPx4AMHPmTLRu3Vrucvfv38evv/4Kxhi8vb1VFJ1ytW7dGtOmTcOoUaNgamoqdjhlRl1mRC8FBATA0dERjDFwzlGzZk10794dtWrVknsX7f/85z8qjpKQ4sXGxmLZsmXYsmWL0FrCOUfbtm2xatUqdO/eXeQIi/by5Us0b94cKSkpQiJUq1atUt2DmjzoWDYu7OjRoxg4cKDc5fz8/NCvXz+t6vKUvVYzMzO4uLhgypQpaN68udhhlRq1EBG9tH79euHvn376CQsWLFDJOA5CVCE9PR1r167F6tWrkZycLCQUderUwc8//4wRI0aIHGHJVq1aheTkZDDG0LdvX6xfvx6NGjUSOyxSRpxzJCcnw8PDAx4eHujUqROmTZuGIUOGwNDQUOzw5ELfAEQv+fv7gzGGgQMHYtGiRZQMEa3AOYe3tzcaNGiAJUuWICkpCZxzVK5cGWvXrkVYWJhWJEMAhG0bWrdujVOnTlEy9H+yViFNXISyKOHh4fj+++9RuXJlcM7BOcf169cxevRo1KpVCwsXLtSK/froW4CUmbe3N+zs7LRyk8XY2FgAwIABA0SOhKjK7du3sWnTJri7u8Pb21vhcTpiO3XqFFq2bImvv/4ar1+/BuccxsbGmDt3Lp48eYLvv/9ea36JAxC26Rg7diz9IMkjMjISgObsAC+PBg0aYO3atYiMjMSOHTvg4OAgJEYxMTFwd3dHgwYN4OTkhFOnTmnuWDFOSBktX76cM8a4RCIRO5RSq1atGpdIJNzHx0fsUEgpREdH87lz5/L27dvzJk2a8CFDhvCAgIB850RGRvIePXpwiURS4NGhQwceEhIiUvRlExwczLt37y68BsYYl0qlfMyYMfzFixdih1dmFhYWXCKR8EOHDokdikrIPht9fX3lLvP8+XPepk0bzhjj7du3V2F0qnf37l0+ZcoUbm5uzhljwv+HRCLhderU4StWrOBv374VO8x8KCEiZabNCVGvXr24RCLhq1evFjsUIqdHjx7xqlWrFkhyDAwMhC/VlJQU3rJlSyFxKOxRoUKFAkmUJoqIiODDhw/nUqk03+vp06cPv3PnjtjhKaxdu3ZcIpFwDw8PsUNR2Pr163ndunXzPWSfjVWrVi1w7ONHnTp1uJWVVb7retGiRWK/LKVISUnhnp6eQqKXNzkyMjLiI0aM4JcvXxY7TM455zTLjODHH38sU7krV67gwoULYIwVOuNqyZIlioamMnv27MGYMWPQoUMHBAYGih0OKUFOTg5at26NBw8eFHq8YsWKePDgAVauXImNGzcKzzk6OqJixYp4/vw5goKChPEZ9erVw4MHD+SezaRO8fHx+Omnn+Dp6YnMzEyhe6F169Zwd3dH7969RY5QOdzd3bFgwQI4Ozvj8OHDYoejkGXLlmHZsmX5ljyQvW/yLoOQ96u4Zs2auHPnTqG7xWuzwMBAeHh44ODBg8ICuLL/nyZNmmD69OkYO3YsTExMxAlQ1HSMaIS8TZmlfXzcFJr3oclyc3OFbpW1a9eKHQ4pwYEDB4TrrGnTpvzEiRM8LCyM+/r68iZNmnCJRMKXLl3KK1euzCUSCZ86dSpPTU3NV0d4eDhv1aqVUM+uXbtEejWFS09P5ytXrhS6kmT31ieffMJ37drFc3NzxQ5RqZKSknjdunW5VCrlly5dEjschSxdurTIFkl5HhKJhJubm/PWrVvzefPmaVxXkjJFRETwyZMn5/veyPu3paUlX716Nc/JyVF7bJQQEeFiVOSGLuwG13QJCQlCUjR27FgeGhoqdkikCMOGDeOMMW5qasrfvHmT71hUVBQ3MTHhxsbGXCKR8H79+hVZT1RUFK9UqRKXSCR8yJAhqg5bbjt27OA2Njb57kMLCwu+atUqnp6eLnZ4KnPnzh1evXp1bm5uzrdv3y7Kl6CqlGUMka7Kzc3lJ06c4J9//jk3MDDIlwiZmJjwTz/9lBsYGOT7/ujSpQtPS0tTa5zUZUaERbVMTU0xZcoUuVcavXLlCi5evAjGWKHdY5q8cGG9evUAfNiA8NWrV0KzrampKSpXrlzirBfGGJ48eaLyOMkHtra2ePLkCSZNmgRPT88Cx6dMmYItW7aAMYazZ8+iZ8+eRdY1Y8YMbNq0CXXr1tWY91B2D3LOYWRkhOnTp2Px4sWoVKmS2KGpjGwl55cvX+L8+fNgjMHKygrt27eHlZWVXPegJq/kLIv/2LFjpVqYUZdER0fDy8sLW7ZswcuXLwH82zVYt25dTJ06FRMmTICFhQWioqLg4eGBjRs34t27d2CMYfny5ViwYIH6AlZr+kU00ogRI4SsvG7duvzs2bNyldPmQdWFdfMV1/338Xna+Jq1WYUKFbhEIuGbNm0q9PimTZuE9+Xdu3fF1rVz505hcLWmyHvdlStXjleoUEHhh7m5udgvq1hF3YOl6bInmunixYt86NChvFy5cgXe2/79+/NTp04V2QX8+vVrbmtryxljvEWLFmqNm1aqJti3bx+++uorTJs2Dc+ePcNnn32GcePGYe3atahYsaLY4akML6JxtKjniXhkAzCLGmSa9/mSWjhlx+XZQFQM2dnZyM7OLvN1KGtp0oY9zQp7jfK+bm14ffrk3bt32LFjBzZv3oywsDAA/76XFhYWGDduHKZNmya0zhelWrVq+P777zFt2jQ8ffpU5XHnRQkRAQA4Ozuja9eumD59Og4cOIDt27fjzJkz2LRpE7744guxw1O63NxcsUMgpVChQgUkJiYiKiqq0ON5n4+KikLt2rWLrOv169cAADMzM+UGqSBlJeLaktBr8j5kpHTGjx8PHx8fvH//HgDyzYycPn06Ro0aBWNjY7nrq1OnDgAI9akLJUREULlyZfz3v/8VWotev36NQYMG4auvvsKGDRtQpUoVsUMkeqpu3bq4ffs2rl69iu+++67A8atXrwp/+/n5YeLEiUXWdebMGQCAjY2N0uMsK31M0Lt27Sp2CEpx5coV4e8uXboU+nxZ5a1Pk+3YsUNomSxXrhyGDBmC6dOnw8HBoUz1idb6p9YOOqI1YmNj+dChQ4V+XysrK753795852jzGCKiXWbOnMkZY9zAwIAHBwfnO3bjxg1h8UIbGxteu3ZtHhMTU2g9J0+eFMY0TJ48WR2hEx0n+wyUSqWFPl/Wx8f1aTLGGK9duzZfvny5Vi8ZQBvIkEJZWlriwIED8PHxgZWVFeLi4uDi4oIBAwYU2W1BiKq4uroC+NCS0qNHD7i5ucHb2xvz5s1Dr169kJubi1q1amHdunV49eoVOnbsiP379yMuLg45OTmIiIjA8uXLMWTIEKE5f/jw4SK+IqJL+P/37Srq+bI+tMXhw4fx7NkzLFq0CNbW1mKHU2Y07Z6UKDY2FlOnTsXhw4fBGEOFChXg7u6OmJgYLFmyBIwxYQVgbZaTk4O7d+8iKioKSUlJMDc3R40aNdCyZUut2nlaV02YMAHbt28v0JzO/z+A2MvLC6NHj0azZs2KnE4vO7dnz544e/asOsImZZCamircg/IuAyKWZcuWCX/nXWok7/NlpclLl+T1+++/AwBq164NZ2dnkaNRgBpbo4iWO3DgAK9SpUq+lVV1ocvs7t27fNSoUdzU1LTQpmszMzM+evRofvfuXbFD1WuZmZnCAo0fP+bNmyecd//+/XwbSn78aNq0aYHFHYm4MjIy+NatW3mfPn24ubl5vvvP3Nyc9+nTh3t5efGMjAyxQyWFkH0PLF26VOxQFEItRKRUYmJiMHXqVBw5ckR4TptbiH799VcsWLCgxGnOjDEYGBjA3d290EG9RH0CAgJw5swZvH37FlWrVsWXX34JOzu7fOeEhYVh3rx58PPzQ2ZmJoAPA7NHjRoFNzc3jW910CcBAQEYOXIkXrx4AaDwWXKyVsFPPvkE+/btg729vVpjJMWrWLEiUlJSsG/fPgwbNkzscMqMEiJSJvv378eWLVuEDy9tnEK7adMmzJgxQ5gdYWBggNatW6NRo0YwMzNDSkoKwsLCcOfOHWRnZwP48MG8ceNGTJ06VeToiTwyMzMRFxeHChUqaNw0ewL4+/ujd+/eyMjIED5LJBIJqlevLtyDr1+/zjcLz9jYGH/99Rc6deokVthymTVrFgCgcePG+Prrr0WORrWaNGmC8PBwbN++HWPGjBE7nLITrW2KEBFFRkZyExMToan322+/5a9fvy703Ldv3/Lvv/+eS6VSYe+dyMhINUdMiG55//49r1mzptCV2bZtW37o0CGenJyc77zk5GR+6NAh3r59e+HcWrVq8ffv34sUuXxkny0rV64UOxSVmzp1KpdIJHz69Olih6IQmmVG9JKHhwfev38Pxhi2bt2K9evXo1q1aoWea21tjV9//RVeXl4APqyaXNh+WoQQ+Xl5eSEqKgqMMUycOBE3btzA4MGDC7TkmZmZYfDgwQgKCsKkSZMAfFh8U5P3MQMg7ENX0srMumDy5MmQSqXYtWuXsGeZNqKEiOilc+fOgTGGXr16CZtMlsTV1RV9+vQB5xx+fn4qjpAQ3XbixAkAH7pbPDw85NrMddOmTWjatCkA4Pjx4yqPURG1atUCACQnJ4scieq1atUKv/zyC1JSUtC7d2/cvn1b7JDKhFaqJkUKDg7GxYsXERQUhJiYGMTFxYExBktLS1SpUgX29vbo0aMH2rRpI3aopSbbI+fLL78sVbkvvvgCZ8+eVfseO6RwunyN6rr79++DMQYXFxe5l7WQSqVwcXHBggULcP/+fRVHqJi+ffvi/v37uHr1qtw/urTVrl27YG1tjf79++P06dNo164dOnfujE8//RS1a9dG+fLlS6xDI8Yeid1nRzTP6dOnedu2beVeUbVjx4787NmzYoddKrJdmA8ePFiqcgcPHuSMMW5kZKSiyIg89OEa1XVGRkZcIpFwHx+fUpXz8fHRinvw8ePH3MTEhBsZGfHQ0FCxw1Gpj1flLu0q3ZqyKjd1mZF8Fi5cCCcnJ9y+fVvu1VRv3LiBzz77TGsWEQM+7NsGAK9evSpVucjISAD/jg8g6qcv16iuky19kJiYWKpy7969y1deU9WvXx9eXl7gnKNPnz44duyY2CGpVN777eN/y/PQBNRlRgRLlizBypUrhWnoANCsWTM4OjqiTp06sLCwAOccCQkJiIiIgL+/P/7++28AHy7+5cuXQyqVYsmSJWK+DLnY2tri7du38PHxKdW6QgcOHAAANGrUSEWRkeLo0zWq62xsbJCYmIhz584Jg6XlIVthXJM25y3Mjz/+CADo1q0bzp07h8GDB6N27dro3Lmz3N1I2nKd6swPDVU1PRHtEhISwg0NDYXmzs8//5zfvn27xHLBwcG8X79+wnTYcuXK8Tt37qg+YAX98ssvpZ4W6+7uLpRZsWKFiiMkH9O3a1TXzZo1izPGuFQq5efPn5erzPnz54VullmzZqk4QsUU1o1U2q4kol6UEBHOOecDBw4UbtaFCxeWuvz8+fOF8s7OziqIULni4+O5hYWF8MEzfPjwIvv5Q0ND+bBhw4QPNQsLC56QkKDegIneXaO6LiwsjBsYGAjb43h6evLs7OxCz83OzuYeHh7czMyMM8a4oaEhDwsLU3PEpVPU1jHyPighUj9aqZogOjoatWrVQk5ODvr27YvTp0+XqZ5+/frBz88PhoaGiIyMhJWVlZIjVa7Dhw9j6NCh+Z6rWrUqbG1tYWpqitTUVISHh+Pt27cAPnS5SCQS+Pj4YNCgQWKErLf09RrVdYsWLcKKFSuErTmsrKzQo0cPNGrUSLgHw8LCcOHCBcTGxgqb8y5YsADLly8XOfri7dy5U+E6xo4dq4RIiNzEzceIJvD29hZ+kYSEhJS5nlu3bgn1bNu2TYkRqs6BAwd4xYoVi23Olh2rWLFiqWfEEOXQ52tU102fPl2u7iTZOd98843YIRMdRbPMiLCIVosWLRRar8XOzg4tW7YEAISEhCglNlUbOnQo/v77b7i5uaF+/fqFzn6oX78+FixYgEePHuGrr74SO2S9pM/XqK7buHEjjh8/Dnt7+2JnITk4OODkyZP4/fffxQ6Z6CiaZUYQGhoKxphSdpB2cHDA3bt3ERoaqoTI1KN69epYsWIFVqxYgdjYWERFRSE5ORkVKlRAjRo1qFtFA+j7NarrnJyc4OTkhMjISAQGBiIyMlK4B2vWrAl7e3vUrFlT7DCJHNLT0+Hr64uAgAC8evUK7969Q05OTrFlGGM4f/68miIsGiVERFhbp1mzZgrXJatDVqe2sbKyogRIA9E1qh9q1qyJwYMHix0GKaNt27Zh3rx5SEhIkLsM//+4ME1ACRFBUlISAOUsNiirQ1YnIcpA1yghmm3NmjVwc3OTa5FFWQIkz7nqRAkREb4YzM3NFa5LtlO1PmxoSNSHrlGiqVS1mz1jDE+ePFFJ3cr29OlTLFiwAMCHFbo9PT3h6OgIExMTMMZw9OhR9OrVCxERETh58iTWr1+P6OhojB8/Hh4eHjA0NBT5FXxACRFBVlYWGGNKabaU1ZGVlaVwXYTI0DVKNNWzZ8/yrZxenLzX78ddRR+X15RuJHl4enoiJycHxsbGOHv2LOrWrVvgHBMTEzRr1gzNmjXDhAkT4OTkhO3btyMjIwO7d+8WIeqCKCEiOk/enbRLgzGG7OxspddLiC7q0aOH0uvUlIG4NjY2xSYvWVlZiIqKypc0VapUSVhnKe9ebowxVK9eXWNaTOR16dIlMMYwaNCgQpOhj1lZWcHX1xeNGjXCvn37MGrUKHz22WdqiLR4lBARnadp/dSE6BvZF6ayaNJA3GfPnhV57PXr1xgyZAiioqLQsmVLzJ07F3369Mk3cSM2NhZnz57F2rVrcfv2bdStWxeHDh1C1apV1RC9ckRERAAAOnXqVOjxzMzMAs9VrVoVLi4u+OOPP7Br1y6NSIhopWoCiUQCxhiqVKkCExMThepKS0tDdHQ0GGMlTrVUF9nrk0qlMDIyUkqdjDEalKtGun6N6jrZ+6fMrxtNf/+ysrLg6OiIW7duYcKECfDw8Ci2tTo3NxdTp07F1q1b0aFDB1y7dg0GBtrRZlGuXDnk5OTAx8cn3yzB8uXLIzMzE9u3b8eYMWMKlNu1axdcXV1Rt25djRgvpR3/20QtYmJixA5BpXJzc+Ho6IgJEybA2dlZaz5syL90/RrVdYaGhhgwYABcXV1RvXp1scNRKW9vbwQHB6NZs2bw9PSERFL8OsgSiQSbNm2Cv78/bt68CW9vb0yePFlN0SrG2NgYqampBRJUc3NzxMbGFrnEhewzWLY9ktjoG4EA0O1upV69euHChQvIzc3FuXPncO7cOVhZWcHFxQUTJkxAkyZNxA6RyEGXr1FdZ25ujqSkJGRlZeHo0aM4fvw4+vfvj4kTJ6J///4lJgva6L///S8YY3BxcZH79UmlUowZMwbz58/Hvn37tCYhqlmzJsLDwxEbG5vv+QYNGiA2Nha3bt0qtFx4eDgAzRlATgkRwcWLF8UOQaXOnj2LFy9ewMvLCzt27MCrV68QExODdevWYd26dejYsSMmTZqEoUOHwtTUVOxwSSF0/RrVdW/evIGPjw+8vb1x9epVZGdn48SJEzhx4gSqVasGV1dXjB8/HvXr1xc7VKUJCwsDALkGGeclO19WXhs0b94c4eHhePToUb7nO3bsiICAAJw5cwZv377NNy7q/fv38PLyAmNMZUsXlJq6Nk0jRBPk5uby06dP80GDBvFy5crl21CyQoUKfNKkSTwgIEDsMAnRWeHh4Xzu3Lm8WrVqBTZ17datG9+7dy9PT08XO0yFGRsbc4lEwjdv3lyqcps3b+aMMW5sbKyiyJRv/fr1nDHGW7Vqle/5GzduCO9vixYt+MmTJ3lYWBg/ceIEt7OzE44tWrRInMA/QoOqid6KiYnBjh07sG3bNuHXmKzptmnTppg4cSJGjx4NS0tLMcMkRCdlZ2fj5MmT8PLygp+fH3JycoT7r2LFihg1ahQmTJiA1q1bixtoGdWpUwcvX76Ek5MTfH195S735Zdf4vjx46hduzaeP3+uwgiV5/Hjx7C1tQVjDOHh4fla+oYNG4aDBw8W2i3GOUf16tVx9+5dzficFTkhI0QjXL16lY8ZM4abmprm+9VqbGzMhw0bxi9fvix2iITorFevXvEff/yR161bt0CrkZ2dHffw8ODv3r0TO8xSGTNmjPA6Dh8+LFeZI0eOCGVcXFxUHKFy7dq1i3t6evKHDx/mez4tLY0PHDhQeF/zPurVq8dDQ0NFirggaiEiAtk0csYYKlSoUKqyycnJwqBXZWyvIJakpCTs27cPXl5eCAkJAfDh/6Njx464fv26yNERukZ1319//QUvLy/4+voiIyMDwIf3u1OnTrh69arI0ckvKChIWJfHwMAA8+fPx3fffQcLC4sC5yYmJmL9+vVYuXIlMjMzIZFIcP36dXTo0EHdYatMQEAA/Pz88ObNG5iamqJjx4748ssvUa5cObFD+5e4+RjRFMeOHRN+kX399delLj958mQukUi4VCrlp0+fVkGE6hUfH8/Hjx8v/FpzcHAQOyS9R9eofomLi+Pjxo3T6nvQzc0tX2uXsbEx79SpEx87diyfNm0aHzt2LO/UqZMw3kjWcjJ//nyxQ9dLlBARzjnnLVq04IwxbmtrW6YBjenp6dzW1pYzxnjbtm1VEKF6nD9/no8YMYKXL18+3weUo6Oj2KHpPbpG9UNycjLfvHkz79Chg5BIMMa0MiHinPMffviBGxgYFOgKzPuQHTMwMOBLliwRO+RSe/bsmULlSzvwXFUoISL85s2bwo26a9euMtezd+9eoZ7bt28rL0AVi4yM5MuXL+f16tUr8AHVunVrvnHjRp6YmCh2mHpN369RfXDt2jXu6urKzczM8t2D5cqV40OGDOGXLl0SO8Qyu3XrFh82bBgvX758oWNpypcvz4cPH85v3boldqhl0rhxY56QkFCmsrt27eJSqVS5AZURJUSEL1y4kDPGuLW1Nc/JySlzPbm5ubxatWpcIpHwxYsXKzFC5cvOzuZHjx7ln3/+OTcwMMj3AVypUiU+depUrf1w0kX6eI3qg+joaL569WreuHHjAj9GmjZtyteuXctjYmLEDlNpsrKyeHBwMPf19eV79uzhvr6+PDg4mGdlZYkdmkIYY7xLly48IyOjVOUOHjwofP5qAlqYkeDGjRtgjKFPnz4KrRgrq2P37t0ICgpSYoTKEx4eDm9vb+zatQvR0dEA/l0B+dNPP8XEiRMxZMgQlC9fXswwyUf06RrVdZxz/Pnnn/Dy8sLJkyeRnZ0t3IOmpqYYOnQoJkyYUORGodrMwMAAbdu2Rdu2bcUORemuXbsGFxcXHDhwQK7zT5w4gVGjRiEnJ0djPm91b710Umqy1UWVcZPa2dnlq1MTvH//Hjt37kSXLl3QpEkTrFmzBm/fvgXnHNbW1pg3bx7CwsJw+fJluLi4aMzNSf6l69eoPnj27BmWLFmCTz75BE5OTjh27BiysrLAOUeHDh2wZcsWvH79Gt7e3jqZDOmyKVOmgHOOQ4cOYc6cOSWef/bsWQwbNgxZWVkwMjLCoUOH1BBlyaiFiCAhIQEA8i2rXlbW1tYAgPj4eIXrUpZq1aohJSUFwIdfp1KpFJ999hkmTpwIJyenYnegJppB169RXde7d29cvHgR/MMwDQCApaUlRo8ejQkTJqB58+YiR0gUsXHjRrx69QonT57EunXrULt2bXz77beFnnvlyhUMGjQI6enpMDAwwL59+9CvXz81R1w4SohIgR2KFSFbjVSZdSoqOTkZjDEYGBjAyckJrq6uqFmzJgAgNDS0zPXKWhqI6un6Narrzp8/D+DDju69evXChAkT4OzsDENDQ5EjU5/c3Fw8efIECQkJSE9Pl6tMly5dVByVckgkEhw4cABdu3ZFcHAwZs+eDRsbGzg7O+c7LygoCAMGDEBaWhqkUil27NhR4BwxUUJEYGlpidevXxfYqbgsZHVoxDLsH8nOzsaxY8dw7NgxhetijCE7O1vxoIhc9OUa1WWMMUgkEgQEBCAgIAATJ05UuL53794pKTrVCQwMhLu7O86dO4f379/LXU7bPmPKly+PU6dOwd7eHhERERg9ejT++usvODg4AABu376Nfv36ITk5GRKJBJ6enhg5cqTIUedHCRFBtWrV8Pr1awQHBytcl6wOZXRtKBunRdm1lr5co7ouJycHqampAMp+PzLGwDkvdG8sTfPbb79hzpw5yM3N1YvPnypVquDMmTNwdHREXFwcBg4ciOvXryMzMxN9+vRBYmIiGGNYt24dJkyYIHa4BVBCRODg4ICQkBCcO3cOWVlZZW7GzszMhJ+fHxhjwq8CTdClSxet+PAkRdP1a1QfKCsh0JbEIiAgAN9//72QwNWsWRPdu3dHrVq1YGRkJHZ4KmNra4tjx46hd+/eiI+PR9++fZGeno64uDgwxrBixQp88803YodZOPXP9CeaJu+Gghs2bChzPRs2bBDqOXLkiBIjJPqOrlGibYYOHSpca8uXL1do/SxtdOjQIS6VSvOtLaXpq3DT5q4E2dnZaNCgAV68eAETExNcvny51NObb968iW7duiE9PR21atXCkydPYGBADZBEOegaJdqmVq1aeP36NQYOHIijR4+KHY4ofvvtN6GVbM6cOXB3dxc7pGLRpwGBgYEBFi1ahMmTJyMtLQ09evTAxo0b4eLiIlf53bt3Y8aMGXj//j0YY1i0aBF90RClomuUaBvZ4P0BAwaIHInyjB8/vtRlKlasiJycHMTExBRZnjEGb29vRcNTGLUQEcHQoUOFBbIYY2jUqBFcXV3h6OiIhg0bolKlSgCAxMRE/PPPP/D398eOHTsQFhYmDHJ0dnbWmEW2iO6ha5Roi+rVqyM6Ohr79+/HV199JXY4SiGRSFQ2HlMTlsGghIgI0tLSMGTIEPz555+luuhll1CfPn1w+PBhmJqaqipEoufoGiXaonfv3rhw4QLc3d3lWr1ZGyiybU5xGGOUEBHNwznH0qVLsXbtWqSlpclVpnz58pg9ezaWLl2qshuGEBm6Rok22LNnD8aMGYMOHTogMDBQ7HCU4vLlyyqru2vXriqrW16UEJFCxcTEYOPGjfDz88OtW7cKZO9SqRRt27bFZ599hmnTpgnbIRCiLnSNEk3GOUevXr1w6dIlrF69GrNmzRI7JFICSohIidLS0vDmzRvExcUB+LDCb7Vq1WBiYiJyZIR8QNco0USJiYkYPHgwLl26BBcXF8yaNQstW7YUOyxSBEqICCGEECWrV68egA9LRrx69UoY82ZqaorKlSuX2HXLGMOTJ09UHif5FyVEhBBCiJIVNiNL9nVb0oQA2YxITRhorE9oIQ5CCCFEBYpqb6B2CM1ELUSEEEIIUYqgoCDs2LEDAQEBePXqFd69e4fc3NxiyzDGkJ2draYIi0YtRIQQQghRSHp6Or7++mvs3bsXgHa2glFCRAghhBCFjB8/Hvv37wcAmJiYoEWLFggKCgJjDE2bNkX58uXx7NkzYUsTxhjatWunUTNBaYUyQgghhJTZtWvXsH//fjDG4OTkhKioKAQEBAjHf/75Z9y4cQPR0dEICAhAz549wTlHRkYGdu3ahYsXL4oY/b+ohYiQPF68eAEAsLa2hrGxscjREEJ0RVZWFoKCgvDw4UPEx8cjMzMTS5YsETsspdixYweAD5+b+/fvL7bVp2PHjjh37hymTJmCLVu2YNCgQQgMDIRUKlVTtEWjFiJC8qhTpw7q1auHs2fPih0KIXqpXr16qF+/Pv766y+xQ1GKrKwsLFu2DNWrV0fXrl0xdepULFq0CMuWLStw7ty5c2Fra4uePXuKEGnZXb9+HYwxDB06VO4usA0bNqBevXoICQkREiqxUUJEyEe0cTAgIbri2bNnePbsmdz71GmyxMREdO7cGT/++CPi4+PBORcehRk4cCAeP36MS5cuISQkRM3Rll1UVBQAoHXr1oUez8jIKPCcoaEhRo0aBc45fHx8VBme3CghIoQQQlRg+PDhuHnzJjjncHBwgKenZ7HdZJ9++ilq1qwJADhz5oy6wlRYamoqAKBSpUr5npe1Fr17967Qck2aNAEAPHz4UHXBlQIlRIQQQoiSnT59GmfPngVjDN999x38/f3x9ddfo02bNsWW69WrFzjn+QYla7oKFSoAAN6/f5/veQsLCwDA8+fPCy0nawWMiYlRYXTyo4SIEEIIUbI9e/YAAJo2bYq1a9fKXa5FixYAgEePHqkkLlWoW7cuAOD169f5nm/SpAk45/D39y+03O3btwFAY6beU0JECCGEKFlgYCAYYxgxYkSJe5flVa1aNQBAdHS0qkJTutatW4Nzjvv37+d7vlu3bgCAK1euICgoKN+x8PBwbNu2DYwxNG/eXF2hFosSIkIIIUTJ3r59CwBo2LBhqcoZGRkB+LDys7bo2rUrABRYT2j06NEoV64cOOfo3bs35syZgy1btmDOnDno0KGD0MU2cuRItcdcGFqHiBBCCFEy2bo6pd2jKz4+HkDBAcqazMnJCVKpFC9fvsS1a9fQuXNnAICNjQ2WLFmCxYsXIzU1FevWrRPKyGba2dvbY9KkSaLE/TFKiIheGT9+vFzn/f777zh27FiRxxlj8Pb2VlJUhOiPXbt2yXXehQsXkJiYWOw5Y8aMUUJEqmFtbY2IiAg8efKkVOVu3boFAKhVq5YqwlKJypUrIzw8HJmZmbC2ts53bOHChTA2NsayZcuQnJwsPC/rTvTw8NCIRRkB2u2e6BmJRFJsf77sdijpHMYYcnJylB4fIbpOGfeg7Lgm7JBelNGjR2Pfvn1o27Ytbt68KTzv6+sLZ2fnQj9D0tLSYGNjg4SEBEyfPh2///67usNWmYyMDAQEBODNmzcwNTVF+/bthfFSmoJaiIhesbGxKfaD9vnz52CMwcrKSmNmPhCia+T5Ha7tv9UHDRqEffv2ISQkBLt374aLi0uJZWbOnIn4+HgwxjBs2DA1RKk+RkZGwiBrTUUJEdErz549K/a4RPJhnsHWrVsxcOBANUREiH6JiIgo8hjnHPXq1QNjDJs3b0bv3r3VGJlyDRo0CC1btsTdu3cxadIkJCQkYMqUKYWe++TJE7i5ueHo0aNgjKFbt25wdHRUc8SEuswIyUPWnH/06FFKiAgRgS7dg+Hh4bC3t0diYiIYYzA3N0fNmjXx8OFDMMbQo0cPvHjxAo8fPwbwISGsUqUKQkJChBWrifrQtHtCCCFEBWxtbXH58mU0aNAAnHO8e/cOf//9t9Btf+HCBTx+/FjY36xhw4a4evUqJUMioS4zQgghREVatGiBe/fuwcvLCzt37sTt27cLDKZu0aIFxo0bh6lTpwrrEGmTevXqlamcRCJBhQoVYGlpiVatWqFnz57o37+/kqOTH3WZEZKHLjXXE6KNdP0eTElJwcuXL5GYmAgzMzPUrFkTlStXFjsshcjes7zpRN7JK7KZuXn/Xdh5wIfkatu2bfj0009VGHHhqIWIEEIIURMzMzNhl3ddIZu9m52djcjISAD/Jj2VKlWCqakpUlNT860rxRhDjRo1AHxYjFK2avWTJ0/Qo0cPHD9+HP369VPr66AxRIQQQggps2fPniEwMFDoOmvfvj3279+P2NhYxMfH4+XLl4iPj0dsbCz++9//on379uCco379+rh16xZSU1Nx584djB07FgCQk5OD0aNH51vIUR0oISKEEEJULDc3F7GxsYiLi9P6NZY+lp2djS+//BLXrl3DzJkzERgYiKFDhxboCqxcuTKGDRuGwMBAzJgxA1euXMEXX3yBnJwctGzZEtu3b8eKFSsAAImJiWrfDYDGEBGSx86dOwEAPXv21Kql8wnRFa6urmCM4dtvv0Xr1q3FDqfMoqOjsWvXLly8eBFBQUFISEgQjjHGYGFhAXt7e/To0QMuLi6wsrISMVrFbN68GVOnTkWrVq0QEhJS4irjwIcE0c7ODvfu3YOnp2e+/cyaNGmC8PBw9O7dG3/++acqQ8+HEiJCCCFESbKysrB48WL88ccfwriYor5mZYmDiYkJZs6ciWXLlsHAQPuG9nbr1g1Xr16Fu7s75syZI3e51atXw83NDV26dMGlS5eE5xctWoQVK1agZs2aePnypQoiLhx1mRFCCCFK8O7dO/Tt2xdr1qxBWlqasL5QUWTHU1NTsXLlSvTv3x8pKSlqjFg5wsLCAAB16tQpVTnZ+bLyMo0bNwbwYbC1OmlfKkoIIYRoIFdXV1y6dElo+bG2tsZXX30FR0dH1KlTBxYWFuCcIyEhAREREfD398ehQ4cQExMDzjnOnz+PcePG4eDBgyK/ktKRzR7L2y1YmnJ5Z58BgKmpKYCSN/hVNmohIoQQojVyc3Nx/PhxDBgwQOxQ8jl48CB8fX3BGINUKoW7uzueP3+ODRs2YPjw4bC3t0ejRo3QuHFjODg4YOTIkfjjjz/w4sULrFixAgYGBuCc48iRIzh69KjYL6dUrK2tAaDU431k58vKy7x79w4A1L4+EyVEhBTh0KFDGDRoEAYPHix2KITovadPn2LRokWoXbs2nJ2dcfr0abFDymfNmjUAICwqOXfuXLlWnTYyMoKbmxuOHDkitIi4u7urNFZl+/TTT8E5h6+vL86cOSNXmdOnT+PYsWNgjBVYhDE8PBwAUKVKFaXHWhxKiAgpQlhYGI4dO4Zjx46JHQoheikrKwv79+9Hr169YGtri5UrV+LNmzcaN2394cOHuHnzJhhj+Oabb/D555+Xug4nJyfMnDkTnHPcvHmzwLgaTTZlyhQAH8ZEDRo0CCtWrEBSUlKh5yYlJeGXX37BkCFDhPdx6tSp+c65ePEiGGNo0aKFagP/CI0hIoQQolEePnyIrVu3Ys+ePcLA2rxJUOPGjYVF/DTBuXPnAABSqRRz584tcz1z587FH3/8gZycHPj5+aFRo0bKClGlOnfujG+++QYbNmxAZmYmFi9ejJ9++glt27ZF/fr1hZWqnzx5glu3biEjI0N4P2fMmAFHR0ehrsePH+PmzZsAgN69e6v1dVBCRHTerl27ylTu9u3bxdYxZsyYMsdECMnv/fv32L9/P7Zu3YqgoCAA+ZOgSpUqYdiwYXB1dUXHjh3FCrNQd+7cAQA4OjoK21GURY0aNdCpUydcvXo13+ePNvjtt99gaGiIdevWgXOO9PR0XL9+HdevX893nuw9ZYzh+++/F7oaZYyNjYXuUHXvZ0brEBGdJ9t4sCzy3rx5yfbtIYQo5tatW9i6dSv2798vbNXw8eafY8eOhYeHh8buBN+uXTvcvn0bs2fPxqpVqxSqa968eVizZg3s7OwQHByspAjVJyAgAGvWrMHp06eRkZFR4LiRkRE+//xzzJkzB/b29iJEWDRqISJ6Q5Hcn343EKI8SUlJ2LNnD7y8vBAaGgog/z1Wp04djB07FsuWLRP+ranJEADExsYCgLCXlyLq168PAIiJiVG4LjE4ODjg8OHDyMrKwp07dxAVFYWUlBSYmZmhRo0aaN26NQwNDcUOs1CUEBG9YWZmBmdnZ0gk8s0luHv3Lm7fvg3GGHWPEaIEV69ehZeXFw4dOoT09HQA/yZC5cuXx+DBgzFu3Dh0794dAISESNPJBhBXrFhR4bpkdah7Y1NlMzQ0RPv27cUOo1QoISI6z9HREf7+/khNTUVYWBi2bduGpk2bllju559/Fvrxt2/fruowCdFZa9asgbe3tzCdOm9rkIODA8aNG4dhw4ahQoUKYoWoEFnyIltQUBHly5cHAK1csVrb0bR7ovOuXLmCtWvXwtjYGDdv3oSdnR2WL1+OnJwcsUMjRC/MmzcP4eHhwlYV1atXh5ubG/7++2/4+/tj4sSJWpsMAVDJZ4m2fz5lZWUhPDwcgYGBuHLlitjhyIUSIqLzZLMZ7ty5AwcHB2RmZuI///kP2rZti5CQELHDI0RvMMYwceJEPH36FCtWrNCaaeVEfpcvX8aAAQNgYWGBJk2awNHRET169Chw3h9//IGvv/4aP/74owhRFo66zIjeaNiwIa5evYpff/0VP/zwA+7evQt7e3vMmjULy5Yt0+hBm4ToCm9vb/j6+sLFxQWurq5o3ry52CEpTXR0NF68eKFwHdqIc47vv/8eGzZsEP5dnCpVqsDLywsSiQSurq6wsbFRR5jF44TooUePHnEHBwfOGOMSiYQ3atSIX716Nd85y5cvF44TQsrujz/+4G3atOGMMeEhkUi4RCLh7dq145s2beIJCQkFysnOW7ZsmfqDLoW8r0cZD2383Jk3b57w3pqbm/MRI0bwwYMHF/laMjIyuLm5OZdIJPyPP/4QIeKCqMuM6KVGjRrB398fq1atgpGREcLDw9GtWzd88803SE1NFTs8QnTKtGnTEBISgps3b2LSpEmoUKGCMJ4oJCQEM2bMQI0aNTBixAj4+flp9TIXstdV1oc2un//PtasWQPGGLp27YonT55g3759cHFxKbJMuXLl0LNnTwDQmDFGlBARvcUYw5w5cxASEoIOHTogNzcXmzZtQvPmzeHn5yd2eITonLZt22Lz5s14/fo1vLy8YG9vLyQC6enp8PHxQf/+/fHJJ59g4cKFYodbKspKaLQxKfL09ATnHFZWVjh27BisrKzkKmdnZwfOOR48eKDiCOVDCRHRe40bN8b169excuVKlCtXDs+fP0f//v2xefNmsUMjRCeZmJhg/PjxuH79Ou7du4eZM2eicuXKQlIRGRmZb8f3hw8fIjExUbyAS5Cbm6v0hzbNMrt06ZKwXltp1mKSjRt69eqVqkIrFUqICMGH7T3mzZuHkJAQtG/fXvhQJoSoVrNmzbB+/XpERUVhz549wqKMnHNhy5yDBw+ievXqGDZsGE6fPo3c3FwxQyYfkSU0bdq0KVU5MzMzANCYYQqUEBGSR5MmTRAQEIBffvkFn3zyCT755BPNmP1AiI4rV64cRo4cifPnzyM8PBzz5s2DtbW10GqUkZGBQ4cOYcCAAahduzbc3NzEDpn8n2zPsnLlypWqnGzxSWUsaKkMlBAR8hGJRIL58+fj6dOniIiIQEREhNghEaJX6tevj5UrV+LVq1c4fPgw+vXrB4lEIiRHr1+/LrBLOhFPlSpVAKDUreqysUNVq1ZVekxlQQkRIYQQjSSVSuHs7IxTp04hIiICS5YsoRZbDdSiRQtwznH+/PlSlTt27BgYY+jQoYOKIisdSogIIYRovNq1a2Pp0qWIiIjAqVOn8OWXX4odEvm/fv36AQDOnDkj9+r/Hh4e+OeffwAATk5OKoutNBjXxjl+hBBCCNEIaWlpqFevHmJiYlCjRg0cP34cbdq0ga+vL5ydncEYE2bNcc6xceNGzJkzB9nZ2ahbty7Cw8MhkYjfPkNbdxBSCtu2bcOePXvAGCt18zAhhOgiExMTbN26Fc7OzoiKikKHDh3Qq1evfFPwf/75Z7x48QJnz57FixcvwDmHgYEBduzYoRHJEEAtRISUyg8//ICff/453y8eQojyJSUlITAwEAkJCahSpQrat2+PChUqiB0WKcauXbswZcoUpKenC0smFIZzDmNjY+zcuRNfffWVGiMsnmakZYQQQnReZmYm1q1bh+7du6NJkybo3r07PDw88q3OzDnHkiVLUKNGDfTr1w8jR45E7969YW1tjSlTpiApKUnEV0CKM2bMGAQHB2Pw4MH5ZgXmfTDGMHDgQNy8eVOjkiGAWogIKRVqISKkbOLj49GzZ0/cvXu3wLEvvvgCR44cAQAsXLhQWKX6468nxhhatWqFS5cuwdzcXPVBkzJLTk7GtWvX8OzZMyQmJsLMzAy1atVCly5dYGlpKXZ4haKEiJBSoISIkLL5/PPPcebMmUKPMcawbt062Nvbw97eHgBgbm6Ozp07o0KFCvjnn3+E2UuMMbi6usLb21ttsRP9QAkR0Xnjx49XWl23b99GaGgoJUSElMK1a9fQpUsXMMZQp04drF69Gs2bN0d4eDjc3Nzw999/o2HDhujduzc2bdqEYcOGYcuWLfnGDAUGBmLQoEF48+YNJBIJwsLCUL9+fRFfFdE1lBARnSeRSIod4Fdasn5wSogIkc+0adPg6ekJY2Nj3L9/H/Xq1ROORUVFoXHjxkhNTYWRkREaN26M4ODgQmce5U2sli1bhsWLF6vzZRAdR4Oqid4obIBfWR6EkNIJCgoCYwyDBw/OlwwBQI0aNTBs2DBhv7Lvv/++yGnYnTt3RufOnQEA169fV3ncRL/QOkRE5xkbGyMjIwO2trZYsGCBQnUdOXIEJ06cUFJkhOiHZ8+eAQAcHBwKPd6+fXthTFDXrl2Lratnz564du0aHj58qNQYiXx69Oih9Do1ZV03SoiIzmvVqhWCgoIQHx+PsWPHKlTX48ePKSEipJSSk5MBFL2Jp5WVlfB39erVi61L1sKUkJCgpOhIaVy6dEklQxA0AXWZEZ1nZ2cHAIiLi8PLly9FjoYQ/WNmZgYAyM3NLfS4VCoV/jY0NCy2LlNTUwAftosg4tHFIQjUQkR0niwhAoCQkBDUrl1bxGgI0T+WlpZ49+4d4uLiFK5LlgiVL19e4bpI2RkaGmLAgAFwdXUtsVVPW1BCRHRe27Zthb9DQkLwxRdfiBgNIfqnatWqePr0KZ4+fVro8Xr16mH69Oly1RUZGSnUSdTP3NwcSUlJyMrKwtGjR3H8+HH0798fEydORP/+/TVmX7KyoISI6LzmzZujTZs2yM3NRUpKikJ1DR48GA0aNFBSZIToh1atWuH69eu4fft2ocdbtGiBDRs2yFVXaGgoANB9KJI3b97Ax8cH3t7euHr1KrKzs3HixAmcOHEC1apVg6urK8aPH6+Va0TROkSEEEJUatu2bZg4cSIqVqyIuLi4Mrci5OTkoGrVqkhISMCCBQuwfPlyJUdKSuOff/7B1q1bsXv3brx9+xYAhAHSXbp0waRJkzB48GAYGRmJGabctLdtixBCiFZwcHBAy5YtUadOHYSHh5e5nuPHjyM+Ph5AydPzieo1bNgQq1atwsuXL3HkyBGhy4xzjitXrsDFxQXVq1fHN998gzt37ogdbomohYgQQohWOHDgAB49egQAmD9/vta0POiTyMhIbNu2Ddu3bxfWn5K1GrVu3RqTJk3CyJEjNXJzXkqICCGEEKJ0f/31F7y8vODr64uMjAwAH5KjTp064erVqyJHVxB1mRFCCCFE6Xr16oX9+/cjMjISrq6uwvOaug8kzTIjeis4OBgXL15EUFAQYmJiEBcXB8YYLC0tUaVKFdjb26NHjx5o06aN2KESQj6SkJAACwsLscMgxUhJScG+ffvg7e2N4OBgMMY0bjHGvKjLjOidM2fO4IcffihyCvDH2rdvj59++gm9e/dWcWSEkJKkpKRg7dq1WL9+PW3foaH8/f3h5eWFQ4cOIS0tTUiCDA0NMXDgQMyYMUMjB8VTQkT0ysKFC+Hu7g4ApfqlwhjD4sWLsWzZMlWFRggpRnp6OjZu3Ah3d3dhppmmdr3oo5iYGOzcuRPe3t7CTELZZ2yTJk0wYcIEjBkzJt++dZqGusyI3liyZAlWrlyZr9m2WbNmcHR0RJ06dWBhYQHOORISEhAREQF/f3/8/fffAD7c2MuXL4dUKsWSJUvEfBmEaL20tDQ8ffoU79+/xyeffAJra+siz83OzsaWLVvw888/482bNwA0a0NQfcY5x59//gkvLy+cPHkS2dnZwmerqakphg4digkTJqBTp04iRyonTogeCAkJ4YaGhlwikXDGGP/888/57du3SywXHBzM+/XrxxljnDHGy5Urx+/cuaP6gAnRQffu3eNOTk7cyMiISyQS4WFra8t3795d4PwTJ05wW1tb4TzZfdi5c2fu5+cnwisgnHMeERHBf/jhB167du0C703Hjh351q1beXJysthhlholREQvDBw4kDPGuEQi4QsXLix1+fnz5wvlnZ2dVRAhIbrt4sWL3MzMLN+XZ96HRCLhP/30E+ec8+zsbD516tQCX7bdu3fnFy9eFPeF6LlevXpxqVSa732xsrLi3333Hb93757Y4SmExhARnRcdHY1atWohJycHffv2xenTp8tUT79+/eDn5wdDQ0NERkZqdF84IZokNTUVjRs3FjZmLQpjDHfu3MH69euxY8cOofulT58++OGHH+Do6KiOcEkxZNuuSCQS9OzZExMmTICzszMMDQ1FjkxxlBARnSfbR4kxhuDg4DJPow8JCUG7du3AGIOXlxfGjRun5EgJ0U3e3t6YNGkSGGNo0KAB1qxZg65du8LY2BgPHjzAjz/+CF9fXzDGYGdnh1u3bgEA7Ozs8Ntvv1EipEEkEgkYY5BKpTA2NlZKnYwxvHv3Til1KYIGVROdJ5te36JFC4XWFLKzs0PLli1x7949hISEUEJEiJxOnToFAKhYsSIuX76MatWqCcfatGmDo0eP4rPPPsPZs2cREhICxhgmTJgADw8PSKVSscImxcjJyUFqaiqA0s3YzUs2wUVTBsjTStVE54WGhoIxBnt7e4XrcnBwAOccoaGhSoiMEP1w7949MMYwatSofMlQXnPnzhX+rl+/PjZv3kzJkIbiH8YfCw9F6tEk1EJEdJ5s3EKzZs0UrktWR0ljIQgh/4qOjgYAtGvXrshz8h4bM2aMxrQakPxyc3PFDkFlqIWI6LykpCQAQKVKlRSuS1aHrE5CSMlSUlIAFH8PVqxYUfi7Xr16qg6JkAIoISI6T5a8mJubK1yXmZkZACA5OVnhugjRF7KuEXlbfWT3GSHqRAkR0XlZWVkA5P8wLo6sDlmdhBBCdAMlRIQQQgjRezSomhBCiFosXrwY69evV8p5jDGcP39eOYERAlqYkegB2UJiVapUgYmJiUJ1paWlITo6Gowx2mmbEDnJ7kFlka1dQ/cgUSZKiIjOow9jQsQl2+5BmegeJMpGXWZEL1DeT4h4tm/fLnYIhJSIWoiIzrt8+bJK6u3atatK6iWEEKJ+lBARQgghRO/RtHtCCCGE6D1KiAghhBCi92hQNdEbsi08GGOoUKFCqcomJycLA7OVsQUIIaSgFy9elHiOiYkJrKys1BAN0Tc0hojoBV9fXwwaNAgAMHHiRGzevLlU5adMmYKtW7eCMYYTJ06gX79+qgiTEJ0VFxcHd3d3AEDTpk3h6upa4Bx5lsioXLkyHj9+nG8zWEKUgRIiohdatmyJ+/fvo2HDhrh79y6MjIxKVT4jIwMtW7bEP//8Azs7OwQHB6soUkJ006JFi7BixQpIpVJcu3YNHTt2LHCOPOsVMcbg5uaGX375RRVhEj1GCRHRecHBwejQoQMYY9ixYwdcXFzKVM++ffswevRoMMZw69YttG7dWrmBEqKjsrKyYG1tjaSkJIwcORK7d+8u9DxZC5GVlVWhq8onJSUhISEBVlZWeP36NaRSqapDJ3qEBlUTnXf06FEAgJWVFUaNGlXmekaMGIGqVasCAA4fPqyU2AjRB3/99RfevXsHAPj2229LPH/r1q2IiIgo8Lhw4QIYY4iLi8Off/6p6rCJnqGEiOi8GzdugDGGPn36KLSFgKwOzjmCgoKUGCEhuu3s2bMAgPr166Ndu3ZlrqdVq1Zo27YtAODSpUvKCI0QASVEROc9evQIAIQPUkXY2dnlq5MQUrLQ0FAwxtCtWzeF6+rWrRs457h165bigRGSByVEROclJCQAgNDdpQhra2sAQHx8vMJ1EaIv/vnnHwBA8+bNFa6rYcOGAIAnT54oXBchedE6RETnKXNHbNmUYNplmxD5ycYPlbR+kI2NDRhjhQ6olqlUqRIAIDExUVnhEQKAEiKiBywtLfH69WvExsYqXJesDktLS4XrIkRfZGRkAAAMDIr/ynn27FmJdckmRqenpyscFyF5UZcZ0XnVqlUDAKWsHSSrQxndb4ToCwsLCwDK6WqWdYHLWooIURZKiIjOc3BwAOcc586dQ1ZWVpnryczMhJ+fHxhjcHBwUGKEhOg2WYtqWFiYwnXJJjRQKy1RNkqIiM7r0aMHAODt27el3rIjry1btuDt27cAgJ49eyolNkL0QatWrcA5x8WLFxWu6+LFi2CMoVWrVkqIjJB/UUJEdN6AAQNgY2MDzjnmz59fpum6N2/ehJubGxhjqFWrFgYMGKCCSAnRTV26dAEA3Lt3D/7+/mWux9/fH3fv3gUAdO3aVSmxESJDCRHReQYGBli0aBEAIC0tDT169Chy64DC7N69G7169cL79+8BfNiTqaTBoYSQf3355ZfC/oHffvttmQZEp6enC6tcGxkZwdnZWakxEkJ7mRG9MXToUBw6dAjAh+nzjRo1gqurKxwdHdGwYcN803n/+ecf+Pv7Y8eOHQgLCwPnHIwxODs7C3UQQuQ3efJkbN26FYwx9O3bF3v37hUGW5fk3bt3GDVqFE6fPg3GGCZNmgRPT08VR0z0DSVERG+kpaVhyJAh+PPPP4X1hOQhu0X69OmDw4cPw9TUVFUhEqKzYmNj0aZNG0RFRQEAatSogVmzZsHFxaXI9Yni4uKwe/du/Prrr4iMjATnHLVq1UJISEiJaxoRUlqUEBG9wjnH0qVLsXbtWqSlpclVpnz58pg9ezaWLl2q0F5ohOi7wMBA9OnTB6mpqfmeb9CgAerXr5+vlfbJkyd4/PixcA7nHGZmZjh37hw6duyozrCJnqCEiOilmJgYbNy4EX5+frh161aBlaelUinatm2Lzz77DNOmTRO27CCEKObevXv44osv8i3CWFSLbd6vp3r16sHX1xfNmjVTdYhET1FCRPReWloa3rx5g7i4OAAf1jepVq1asdsHEELKLj09HR4eHli3bh1evXpV7Lm1atXCrFmzMGXKFBgbG6spQqKPKCEihBAimocPH+LKlSuIiorK96OkRo0a6NKlC5o2bSpyhERfUEJECCGEEL1HI0QJIYQQovcoISKEEEKI3qOEiBBCiMpduXIFlStXRuXKlTFu3LhSlx83bhwqV64MS0tLBAYGqiBCou9oDBEhhBCV69y5M65fv44aNWrg3r17cq9SLZOQkIAWLVogKioK3bt3x/nz51UUKdFX1EJECCFEpf7++29cv34djDHMnz+/1MkQAFhYWGDhwoUAgEuXLuVbtJEQZaCEiBBCiErJ9v8zNzfHpEmTylzPxIkThdWsfXx8lBEaIQJKiAghhKhUYGAgGGPo2bOnsOt9WZQrVw69evUC5xwBAQFKjJAQSogIIYSo2IMHDwAADg4OCtcl28dMVichykIJESGEEJWKj48HAFStWlXhumR1yFa1JkRZKCEihBCiUpmZmQA+dHkpSlZHRkaGwnURkhclRIQQQlSqcuXKAJTTqiOroywz1QgpDiVEhBBCVKpKlSoAgNDQUIXrktVhbW2tcF2E5EUJESGEEJXq0KEDOOc4e/asQvVwzuHn5wfGGNq3b6+k6Aj5gBIiQgghKtW9e3cAwPPnz7Fv374y17Nv3z48f/48X52EKAtt3UEIIUSl0tLSUKdOHcTGxsLS0hI3btxA3bp1S1XHkydPYG9vj7i4OFhZWeHZs2cwMTFRUcREH1ELESGEEJUyMTHB7NmzAXyYgt+lSxdcuXJF7vJXrlxBt27dEBcXB8YYZs2aRckQUTpqISKEEKJyOTk56Nmzp5AIMcbQt29fuLq6wtHRETVr1sx3fmRkJPz9/bF9+3acO3cOubm5YIyhc+fOuHDhAqRSqRgvg+gwSogIIYSoRWxsLHr37o3Q0FAwxvIdMzIyEvYpS0xMzLfOkOxrqmXLljh37pwwa40QZaIuM0IIIWphZWWF69evw8XFBcCHREf2SE9Px5s3b/DmzRukp6fnO8YYw+jRo3H9+nVKhojKUAsRIYQQtbt//z5Wr16Ns2fP4u3bt4WeU7VqVfTt2xezZ89GixYt1Bwh0TeUEBFCCBFVeHg4Xr16JaxCbWlpiVq1asHW1lbkyIg+oYSIEEIIIXqPxhARQgghRO8ZiB0AIYQQ3ZaUlAQAMDU1penyRGNRCxEhhBCVqlSpEipXroxTp04VeU5SUhKSkpKQk5OjxsgI+RclRIQQQlSupOGq8iRNhKgSJUSEEEI0As3xIWKihIgQQggheo8SIkIIIYToPUqICCGEEKL3KCEihBBCiN6jhIgQQggheo8SIkIIIYToPVqpmhBCiFpER0fjxYsXCp8jY2Njo4ywCAFAm7sSQghRMYlEAsZYsefIvopKOk+GMYbs7GyFYyNEhlqICCGEqE1Rv8HzJkLF/U5njNECjkQlKCEihBCiciUlMfImOZQMEVWhLjNCCCGE6D2aZUYIIYQQvUcJESGEEEL0HiVEhBBCCNF7lBARQgghRO9RQkQIIYQQvUcJESGEEEL0HiVEhBBCCNF7lBARQgghRO9RQkQIIYQQvUcJESGEEEL0HiVEhBBCCNF7lBARQgghRO9RQkQIIYQQvUcJESGEEEL0HiVEhBBCCNF7lBARQgghRO9RQkQIIYQQvfc/u8zzn/763W0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 372.24x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 437,
       "width": 290
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(acts, color=['Trail', 'louvain'], cmap='RdBu_r', vcenter=0)\n",
    "sc.pl.violin(acts, keys=['Trail'], groupby='louvain', rotation=90)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5b41d33",
   "metadata": {},
   "source": [
    "It seem that in B cells, the pathway Trail, associated with apoptosis, is more active."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6a79fba",
   "metadata": {},
   "source": [
    "## Exploration\n",
    "\n",
    "We can visualize which pathways are more active in each cell type:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a8f39a6e-05d0-4e9a-979b-a441cde1c181",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: dendrogram data not found (using key=dendrogram_louvain). Running `sc.tl.dendrogram` with default parameters. For fine tuning it is recommended to run `sc.tl.dendrogram` independently.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 598.4x304 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 317,
       "width": 638
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.matrixplot(acts, var_names=acts.var_names, groupby='louvain', dendrogram=True, standard_scale='var',\n",
    "                 colorbar_title='Z-scaled scores', cmap='RdBu_r')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6721a6ca",
   "metadata": {},
   "source": [
    "In this specific example, we can observe that EGFR to be more active in Megakaryocytes, and that Trail is more active in B cells.\n",
    "\n",
    "Finally, we can check individual pathways by plotting their distributions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4a82288b-c715-4412-81ce-d23cde562e4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 372.24x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 431,
       "width": 277
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.violin(acts, keys=['EGFR'], groupby='louvain', rotation=90)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7bbef880",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">\n",
    "\n",
    "**Note**\n",
    "    \n",
    "If your data consist of different conditions with enough samples, we recommend to work with pseudo-bulk profiles instead. Check this\n",
    "[vignette](https://decoupler-py.readthedocs.io/en/latest/notebooks/pseudobulk.html) for more informatin.\n",
    "\n",
    "</div>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "dcp39",
   "language": "python",
   "name": "dcp39"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
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